{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format='retina'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# adapt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# %run -n main.py\n",
    "# records = load_nerus(NERUS)\n",
    "# records = log_progress(records)\n",
    "# records = adapt_nerus(records)\n",
    "\n",
    "# chunk = head(records, 500)\n",
    "# lines = format_conll(chunk)\n",
    "# dump_gz_lines(lines, DEV)\n",
    "\n",
    "# chunk = head(records, 100000)\n",
    "# lines = format_conll(chunk)\n",
    "# dump_gz_lines(lines, TRAIN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %run -n main.py\n",
    "# navec = Navec.load(NAVEC)\n",
    "# model = navec.as_gensim\n",
    "# model.save_word2vec_format(EMB)\n",
    "# !gzip {EMB}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %run -n main.py\n",
    "# s3 = S3()\n",
    "# s3.upload(TRAIN, S3_TRAIN)\n",
    "# s3.upload(DEV, S3_DEV)\n",
    "# s3.upload(EMB + GZ, S3_EMB)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# grid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## prune"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABu4AAAIPCAYAAACc3ChvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeXieVZn48e+dbmmbbqGlLaUrXaFl36QgsoOiCIK4gOIM6MyIG6AoyqaD7CjoKKIozshPVIQiImsFhLK2bC2l+15K25AuSdM0TXJ+f7xv2iQkbZqkTdJ8P9f1Xk9zznOe57w405ye+5z7REoJSZIkSZIkSZIkSS0rp6U7IEmSJEmSJEmSJMnAnSRJkiRJkiRJktQqGLiTJEmSJEmSJEmSWgEDd5IkSZIkSZIkSVIrYOBOkiRJkiRJkiRJagUM3EmSJEmSJEmSJEmtgIE7SZIkSZIkSZIkqRUwcCdJkiRJkiRJkiS1AgbuJEmSJEmSJEmSpFbAwJ0kSZIkSZIkSZLUChi4kyRJkiRJkiRJkloBA3eSJEmSJEmSJElSK2DgTpIkSZIkSZIkSWoFDNxJUisSEc9ERIqIC1q6L5IkSY5NJEmSJGnXMnAnSZIkSZIkSZIktQIG7iRJkiRJkiRJkqRWwMCdJEmSJEmSJEmS1AoYuJMkSZIkSZIkSZJaAQN3klqliFgUESkiPhIRAyPizohYGhEbI+KdiPhWRORUu/+ciHguItZGxPqIeCQixm/j+QdFxB+yz9wUEQUR8XhEfKqBfRoUEb+IiAXZ9m9Uuy9lP8MiYnxE3BcR70VEaUTMiogrI6JLA/4bdI2IayJidvZ7r8o+a9SO/LeUJElqbhFxcETcEBHPR8SS7Hjo/Yh4JiIujIgO22h7bETcHxHLIqIsItZFxNyImBQRX6k+xpMkSWrtas0X5UfEbRGxMDs+Wh4Rv46IgdtoPywifpad/ymJiKKImBYRl0dE93raVJ97GhcRv8/OcW2OiEk779tK2hU6tnQHJGk7hgN/BAYA64FOwFjgNmAE8LWIuAG4HKgASoAewEeBoyLi8JTS3OoPjIgvA79k6+KFtUBv4GTg5Ij4A3BBSqminj6NBv4C9M2+b3M99x0F3AV0z/Y9gDHAD4GPRsRJKaXietr2BKYABwGbgEqgH3AucFL2e82vp60kSdLO9gSwR/bPJdlPPnBs9nNmRJyRUiqv3ig7DvtVtaISoAMwMvs5A/g9ULpTey9JktT89gbuAYaSGeMkYC/gQuDEiDg4pbSmeoOIOAu4F8jNFpUAXYCDs5/PZ+ePVtbzzmOAO4FuQBFQXs99ktoQVzJKau1+AiwEDkgp9SIT0LoyW/fViLgCuAT4JtArpdQTmADMJhOMu676wyLiKLYG7e4HBqeU+mTv/QGZQdV5wPe20adbgRXAxJRS95RSHnB2Hff9ApgJ7J/tew/gS8BG4Egywcf6XAv0AU4lE/jLAz4MLCMzKXb9NtpKkiTtbE8AnwUGZsdDfciMV84H3iOziOpb1RtERDcy4yiA3wJDqo2l9gBOI7Ngq3LXfAVJkqRm9TNgDXBUSqlqLucMMgvGh1FrrikiDgPuI7O55jpg72y7rmQWg08lM8f1v9t45y+AV4EJ2TmxbsClzfeVJLWESCm1dB8k6QMiYhGZFUprgBEppbW16icDx2d/vDql9MNa9ccA/yKzW61nSqmsVrspwLG1d9VFxI/JDKSKgUEppfV19GktMLa+1U4RUfUX6ypgXEqpsFb9BcDvyExKDU8pLalW9wyZVeobyQT85tVq+ykyAcca30uSJGlnqDY2+VJK6Z4Gtqkahy1KKQ2vVn448DKwgcyCq/qyG0iSJLUZ1eaLVgL7pZTer1V/KXALsDClNKJa+fPAROA/UkrVMxJU1ecDM4CBwGEppanV6qrmnhYA41NKG5v1S0lqUe64k9Ta3Vk7aJf1VPZaRt0716aQSbHUhUzapaoBz3HZ+uvrmSy6Mdsuj8xK8br87zZSFNTue2Ed5f9LZudcDnBWPW3vrx20y/obmV2BW76XJElSa5JSeo7syvKI2KtaVdWCqE5sTbMpSZK0u7irdtAuq+rMueFVZ9ZFxD5kgnZrgbvrelh2TunR7I8n1fPOnxu0k3Y/Bu4ktXbT6ylflb0uquucuJRSJVCQ/bFP9noQmXPmEvBsXQ9NKa0DpmV/PLied7+4nT5Xeaaed1QCz23nHa/W03YzW797n7rukSRJ2hUi4pyImBQRSyJiY0Skqg+ZNOSQOdelytzspzPwYkR8KyLGRkTs6r5LkiTtBHXO5QDLq/25aox0VPaaByyLiPfq+gDnZu8bXM+zGzpHJakN6djSHZCk7VhRT3nFduqr39Mpe+2Xva6rK9hXzbJa99e2ehttq1vegLr63lG0jbal2WunbdwjSZK0U0RER+DPwJnVijeRWTRVNf7qR2ahaPeqG1JKFRHxOTKrzkeQyZpwG1AYEf8E/g94OHmegyRJapvqnMtJKZVWW6dUNZczMHvtCPRvwLO71VPe0DkqSW2IO+4ktUddmtje81gkSVJ7dhGZoF0J8HVgcEopN6XUL6U0IKU0AHg3e2+N3XTZs1lGAeeRSR++AMgHzgYeAh6JiA675mtIkiS1mKp5+TdTStGAzwX1PMc5Kmk3ZOBOUntStQqpa0TUt9MNYO9a9zfWXg2oc2WUJElqa87JXn+UUvpZSmlZ9cps4K1vfY1TShtTSvemlL6YUtqHzO6768mkMz8N+I+d1G9JkqTWYmX2Wl8KTEntmIE7Se3J62QmhACOq+uGiOgFHJL98bUmvu/Yet4RwIeb6R2SJEm7WtUip9frqZ8I5Db0YSmlhSmlK4A/ZYvqHENJkiTtRqrOpsuPiCNatCeSWh0Dd5LajZRSIfB09sfLI6KuvwMvJzPRVAz8o4mv/M+I6F1H+XlkJrwqgQea+A5JkqRdbV32OqF2Rfb8u/+uq1FEdN7Oczdmr01Nay5JktSqpZRmAS9lf7wpIjrVd29EdI0Ix0dSO2LgTlJ7cyWZgNnBwH0RsTdARORFxBXAd7P33ZBSWt/Ed+UCj0XE+Ow7OkXEF4E7s/V3p5SWNPEdkiRJu9qT2euVEXFG1Zl0ETEWeBg4HNhQR7uPRsSLEXFRRAytKoyIbhFxEfD5bNHjO7HvkiRJrcXXgU1ksjJNjoijqxaZR0SHiJgQEVeRORN4YAv2U9Iu1rGlOyBJu1JK6YWI+C/gF2TOZzk7ItYCPYEO2dvuBW5ohtf9F/BrYHpErAO6AlUrzV8CLmmGd0iSJO1qtwCfBvYBJgGbI2IjmfFUBXAhcA3QvY62R2Y/ZNuUAr2ByNb/A7hrJ/ZdkiSpVUgpvRoRZwJ/BI4BngM2RUQxmXFV9V14qY5HSNpNueNOUruTUvoVcBjw/4AVQB6ZlE9PAueklM5LKVU0w6teAI4A/kxmBVUCZgNXAR9JKRU3wzskSZJ2qWz68SOBXwLLssUbyQTxjk0p3VNP038C5wO/B6YDJUAP4H0y47AvAB9PKZXvtM5LkiS1IimlR4HRZFKNv0Zm/qg3sJ7MvNINwCEppcUt1klJu1ykZLBekppTRFT9xTo8pbSoJfsiSZIkSZIkSWo73HEnSZIkSZIkSZIktQIG7iRJkiRJkiRJkqRWwMCdJEmSJEmSJEmS1AoYuJMkSZIkSZIkSZJagUgptXQfJEmSJEmSJEmSpHbPHXeSJEmSJEmSJElSK2DgTpIkSZIkSZIkSWoFDNxJkiRJkiRJkiRJrYCBO0mSJEmSJEmSJKkVMHAnSZIkSZIkSZIktQIdW7oDu6OIWAj0BBa1cFckSVL9hgHrU0rDW7oj7Z1jJ0mS2oRhOHZqcY6bJElqM4bRyLGTgbudo2fXrl3zx40bl9/SHZEkSXV755132LhxY0t3QxmOnSRJauUcO7UajpskSWoDmjJ2MnC3cywaN25c/rRp01q6H5IkqR6HHHIIr7322qKW7ocAx06SJLV6jp1aDcdNkiS1AU0ZO3nGnSRJkiRJkiRJktQKGLiTJEmSJEmSJEmSWgEDd5IkSZIkSZIkSVIrYOBOkiRJkiRJkiRJagUM3EmSJEmSJEmSJEmtgIE7SZIkSZIkSZIkqRUwcCdJkiRJkiRJkiS1AgbuJEmSJEmSJEmSpFbAwJ0kSZIkSZIkSZLUChi4kyRJkiRJkiRJkloBA3eSJEmSJEmSJElSK2DgTpIkSZIkSbudiPhYRDwREcsiYmNELIiIv0TEh+q4t0dEXBcRsyKiNCLWRMTjEXFCE/sQEfFkRKTsp2NTnidJknZ/Bu4kSZIkSZK0W4mIG4G/AwcDjwG3A68BZwBTIuK8avf2AV4CrgDKgTuBv2bbPhUR/96ErlwMHAeUNuEZkiSpHXGVjyRJkiRJknYbETEAuAxYCeyfUlpVre444J/AD4E/ZIuvAfYFHgDOTSmVZ++9ApgK/CwiHk8pLdvBfowBbgRuAT4DDG3C15IkSe2EO+4kSZIkSZK0OxlKZs7r5epBO4CU0tNAEdCvWvGZ2etVVUG77L2rgNuArsC/7UgHsikx/w9YAFy9o19AkiS1XwbuJEmSJEmStDuZC5QBh0dE3+oVEfFhoAfwVLXiAdnrgjqeVVW2o2fd/QA4CLggpbRpB9tKkqR2zFSZkiSpxc1ZWcSUeQUUl5aTl9uRiSP7Mrp/j5buliRJUqvk2GnbUkqFEXE5md1yMyNiEvA+sA/wCeBJ4CvVmhQAA4HhwMxajxuRvY5p6Psj4jDg+8ANKaWpjfkOETGtnqqxjXmeJKn18ve6ajNwJ0mSWsyUeQXcPnkuryws/EDd4cPz+cYJo5g4sm8dLSVJktofx04Nl1L6aUQsAn4LXFStah5wT60Umo8AFwLXRsRnUkoVABHRD/hW9p4+DXlvRHQlkyLzbTLn6EmSVCd/r6s+psqUJEkt4k+vLuH8u1+uc4AK8MrCQs6/+2X+/OrSXdwzSZKk1sex046JiO8A9wP3kNlp1x04hEzqy3sj4qZqt18FLAXOBt6IiJ9GxK/JBN+q/oNXNvDVN5HZpffFlNLmxvY/pXRIXR9gVmOfKUlqPfy9rm0xcCdJkna5KfMK+N4D06lM276vMsF3H3iLKfMKdk3HJEmSWiHHTjsmIj4C3Aj8LaV0SUppQUqpJKX0GnAmsBy4NCJGAKSUVgCHAf9D5vy7/wI+BvwJOCf72FVsR0QcC3wV+O+U0pvN+60kSbsLf69rewzcSZKkXe72yXO3O0CtUpngjslzd26HJEmSWjHHTjvs9Oz16doVKaUS4BUyc2IHVStfmVK6OKU0LKXUOaW0V0rpa8CQ7C2vNuC9BwFBJuVmqv4Bhmbv2ZwtO7CR302S1Mb5e13b4xl3kiRpl5qzsqjeVBD1eXlhIXNWFnk4syRJanccOzVKl+y1Xz31VeVlDXjWF7LX/9eAe2cAd9dTdy6QR+bMvQS834DnSZJ2M/5eV0MYuJMkSbtUY1M8TJlX4CBVkiS1O46dGuU54GLgyxHxq5TS8qqKiDgNmAiUAi9ky3KAbiml4uoPiYjzyQTuXgAm1arrC/QFClJKBQAppaeAp+rqUEScSCZw95WUUnlzfElJUtvj73U1hIE7SZK0SxWXNm6eorHtJEmS2jLHTo1yP5kA2onAOxHxIPAeMI5MGs0AvptSqtr11g1YGRFPAvOBSjLBvQ8B7wDnpJQqa73jYuBq4Frgmp36bSRJu43G/n5+fm4Bhw/PZ+yAnnTIiWbulVobA3eSJGmX6tShcQPMvFyHLZIkqf1p7BioPY+dUkqVEfFR4KvAZ4AzyQTnCoF/AHeklJ6o1mQTcB9wNHBStmwu8H3gp9lz8SRJarLG/n6ePGsVk2etIq9LRw4a0ptDhvbh0KH5HDikN3ld2u/v/N2V/4tKkqRdYlN5Bf/34mJ+8cz8RrWfOLJvM/dIkiSpdVtfupnXlqxpVNv2PnZKKW0Gfpr9NOTef9/B51/DDuy0SykN25HnS5J2Pykl1m/c3KRnFG8q57m5BTw3N5NyMydg7ICeHDqsTyaYNyyfQb27Nkd31YKaJXAXEQFcmP3sRyblwDvAb4C76kgnULvtE2TSFwB0amiu74i4APjdNm75z5TSnXW06wp8l8yqq6HAeuAZ4OqU0jsNebckSWqYisrEg68v5ydPzmH52o2NesYRw/PN5S5JktqNlBKPTF/BtQ/PZHXRph1u79hJkqTWZeX6Ui7/61s8M3v1Drcdkt+N8YN6MnXRGlbVGhdUJpi5Yj0zV6znf19cDMDAXrkcPLQPh2Z35Y0b2IOOHXKa5Xto12iuHXd/AD4HrAL+CJSQSS3wS+AoMgf51udi4DgyhwLnNvL9DwFv1FE+tXZBRHQBniSTq3wqcDswGDgH+FhEHJ9SermR/ZAkSVkpJZ56ZxU3Pz6LOSuLa9T1y+tCQfEmUgOekxPw9RNG7ZxOSpIktTJLC0v4waQZPDtnxyf2wLGTJEmtSUqJSW8s5+qH3mZ9I863ywm4/qwJTBzZl5QSy9ZsZNriNUxdXMjURWuYvbKIVGtyZcW6Uh55awWPvLUCgG6dO3Dg4Ex6zUOG9uHgoX3omdupOb6edpImB+4i4kwyQbuFwOEppYJseWfgr8D5ETEppfRAHW3HADcCt7B191tjTEop3dPAey8hE7S7Hzi3ajdgRPwJmAT8NiImbGuXoCRJ2rZXFxVy46OzmLq4ZmqnPbp35mvHj+SzRwxh0uvL+d4D06ncRvQuJ+CGs/Zv96meJEnS7m9zRSW/fm4Bd0yeS+nmrVMSe/bowjWf2I/1G8u44sEZjp0kSWojVhdt4vsPTueJmStrlH9p4jBG9O3O1X97e4d+r0cEg/O7MTi/G588aBAARaWbeX3JWqYuXsO0xYW8vmQtJWUVNZ5TUlbBC/Pf54X572efA2P698im1uzDIUPyGZzflUxyRLUGzbHj7szs9daqoB1ASqksIq4ETiezq65G4C4iOgL/BywAriYTuNupsmk5/yP743eqB+dSSg9FxHPAMcCxwNM7uz+SJO1uZr23npsem80/Z62qUd69cwcu+vAILjxmxJZDk889bAh79+nGHZPn8vLCwg8864jh+Xz9hFFOPEmSpN3e1EWFXPHg9BpZCiLgC0cO5dJTxmxZFT84v7tjJ0mS2oBH3lrBlQ/NoHBD2ZaywfldufnsAzhyxB4AjOiX1+Tf6z1yO/Hh0f348Oh+AJRXVDLrvaLsrrw1TFtUyLvrSmu0SQlmvVfErPeKuPflJQD069GFQ4duPSdv34E96dzR9JotpTkCdwOy1wV11FWVHRMRnVNKZdXqfgAcBHwopbSpidHcAyPim2RSbS4Hnk4pLavjvn2AIcCclNLCOuofJRO4Ox4Dd5IkNdjSwhJ+8uQcHnxjeY0UDZ075PD5I4dw8XEj2SOvywfaTRzZl4kj+zJnZRFT5hVQXFpOXm5HJo7s67kskiRpt7e2pIwbH5vFH19ZWqN834E9+fFZEzhwcO8a5Y6dJElq3dZsKOOqv73Nw2++W6P880cM4YqPjqN7l60hmZ3xe71jhxzGD+rF+EG9+OJRwwB4d+3GLUG8aUvWMPPd9R/Y6be6aBOPzniPR2e8B0Bupxz237t35py8YX04eEgfenfr3Kg+acc1R+Cuapfd8DrqRlR7zwhgFkBEHAZ8H7ghpfSBc+ga4Ru1fq6IiN8A30wpVQ8nj8le59TznLnZ6+iGvDQiptVTNbYh7SVJausKijfx83/O496XF7O5YuuoLwLOPGgQ3zpxNIPzu233OaP793CySZIktRspJR56411+9PeZvF9tJX63zh245KTRXHDUMDp2qH+Vu2MnSZJan6dmruR7D05nddGmLWUDe+Vy46f237Ijri47+/f6Xr278oneXfnEAXsBsGFTOW8sXcvURWuYtmQNry9eQ9GmmufvlW6u5JWFhbxSbTfgqD3ztpyTd+iwfIbt0c30mjtJcwTuHgE+C1wSEfellAoBIqITcG21+/pky7uSSZH5NvDDJr57IfA14AlgGdALOBq4HvgK0JPM+XtVemWv6+p5XlV573rqJUkSULypnF//awG/eW4BG2rlTj9x3J5cdsoYxg7o2UK9kyRJar0WFmzgykkzeH5eQY3yk/btzzWf2I9Bvbu2UM8kSVJjrNu4mR8+PJO/vlYzCeDZh+zNlafvS6+unVqoZ3Xr3qXjlt1+ABWViTkri7bsypu6eA3L1mz8QLu5q4qZu6qY+17NZArYo3tnDh7aZ8uuvPGDetGlY4dd+l12V80RuLsPOB84BZgZEQ8BpcCJwEBgCZn0lFXnyd1EZvfdYSmlzU15cUrpWeDZakUlwF8i4iXgTeCzEXFjSunNprxnG+8/pK7y7E68g3fGOyVJakmbyiu496Ul/PzpeTXytAMcOrQPl582lsOG5bdQ7yRJklqvTeUV/OrZBfz86XmUlVduKR/YK5drPrEfp+w3YButJUlSa/TsnNV8969vsaLaOXL9enThhrMmcMK4/i3Ys4brkBOMG9iTcQN7cv6RQwFYub40c07eojVMW1zI2++up7xWfs33N5Tx5MyVPDlzJQCdO+aw/6BeHDKsD4cMyezMq+vYFG1fkwN3KaWKiPg4cAlwHvBFMoG7Z4BPAfdnb10VEccCXwWu2VnBtGyflkbEP4DPAx8mE8SDrTvqetXZcGv52p3VN0mS2qKKysRDbyzntifnfGDV1Zj+Pfj2KWM4YdyepkiQJEmqw0sL3uf7D05n/uoNW8pyAr40cTjfOmk0eV2aY121JEnaVYo3lXPdI+/wx1eW1Cj/xAF7ce0n9qNP97Z9Hlz/nrl8dMJAPjphIAAbyyp4c9nabDCvkGmL17C+tGZ6zbLySqYuXsPUxWu2lI3o2z2bWjMTyNunX55zRw3QLCPD7M65G7OfLSIiFxgFFKSUFkbEGUAA10bEtR98EgCbs//DHZRSeqMJ3VqdvXavVjY7e63vDLtR2Wt9Z+BJktSupJT456xV3Pz4bGa9V1SjblDvrlxy0mg+edAgOuQ46JIkSaqtcEMZ1//jHf4yrWbqrP337sWPz5zA+EH1rSuWJEmt1Yvz3+fb979ZY2FzfvfOXPfJ8ZyWDXTtbrp27sCRI/bgyBF7AFBZmZi3urjGrrxF75d8oN2Cgg0sKNiwZSzUu1unzG68YX04dGg+++/di9xOptesbWcv6foM0Bn4Y/bnGcDd9dx7LpAH/BZIwPtNfPcR2euCamXzyaTuHB0Rw1NKC2u1OS17/WcT3y1JUps3dVEhNz42i1cXralRnt+9MxcfN5LPHznE3OWSJEl1SClx/7Rl/Pgf77CmZOspIXldOnLZyaM5/0PDXPgkSVIbs7Gsghsfm8U9LyyqUX7qfgP47zPH07cdpYXMyQlG9+/B6P49+OzhQwBYXbSJaYszQbxpi9cwffk6NlfUTK+5tmQzk2etYvKsVQB06hDst1evLefkHTI0n3492s9/x/o0S+AuInqmlNbXKjsQuBlYA9wAkFJ6CniqnmecSCZw95WUUnmtuoFk0liuSCmtq1Z+aEppaq17c4DLgQ8BBcBjVXUppRQRdwI/Bm6KiHNTSpXZdmcAxwAzqXluniRJ7crs94q4+fFZPPXOqhrl3Tp34MJjRnDRMcPpkdu6DlZuSyKTWuDC7Gc/MtkI3gF+A9xVNTbJ3tsbuAg4EDiITNaADsBJ2XFVY95/OnBZ9nkdgLeBX6SUfr+NNl8kk+58X6ACeB24JaX098b0QZKk3dm8VcV8/8HpvLywsEb5RycM4KrT92NAr9wW6pkkSWqsaYsLuewvb7GwYGva615dO/HDM/bjEwfsZfpHMmf7nTp+AKeOz5zbW7q5gunL123ZkTdt8ZoaC5oANlck3li6ljeWruU3z2f2WQ3J78ahQ7fuyhu1Zx45TVzwNGdlEVPmFVBcWk5ebkcmjuzL6P49mvTMnam5dtw9GREbyeyoKwLGAR8DNgIfTym928TnX0/m7LwvAfdUK381ImaQOcNuOZng3kRgPFACfL52QBG4DTgdOBt4OSImA0OAc7Jt/q36hJkkSe3FsjUl3PbkHB58fTmp2oKoTh2Czx8xlIuPH9muVo/tRH8APgesIpOVoAQ4CfglcBTwhWr3DgNuyv55GZlFSY0+3ToiLgZ+RiazwR+AMjJjonsiYkJK6bI62twCXJp9/6/JZFP4DPBwRHwtpfTzxvZHkqTdSenmCn7x9Dx++ez8GqvLB/Xuyo8+uR/Hj230r3BJktRCSjdX8JMn5/Dr5xZQWW2u5Lgx/bjhU/vTv6cLcuqT26kDhw3L57Bh+cA+pJRYULCBaYvWMHVxIVMXr2FBtfN/qywpLGFJYQkPvL4cgJ65HTl4aJ8tKTYPHNybbp0bFtqaMq+A2yfP5ZVaC6oADh+ezzdOGMXEkX2b9D13huYK3N1PZgLnPKArmSDaXcD1KaVl22rYRLcAhwPHA/lAJZlUmP8D3JZSWlC7QUppU0ScBHwX+CzwLWA9MAm4OqU0cyf2V5KkVuf94k38z9Pz+cNLiymr2Lp2JQI+eeAgvnXiaIbs0a0Fe7j7iIgzyQTtFgKHp5QKsuWdgb8C50fEpJTSA9kmi4ETgddTSoURcQ+ZxUyNefcwMmOnQuDQlNKibPkPgVeBSyPirymlF6u1OYpM0G4+cFhKaU22/GZgGnBLRPy96lmSJLVXU+YV8INJM2qswu+QE1x4zHC+ccKoBk8uSZKk1uOtZWu59M9vMndV8ZayvC4duer0fTnn0L3dZbeDIoJ9+uWxT788Pn3YYCBzHvBri9cwNZti881l6ygrr7mvan1pOc/MXs0zs1cDmTHWfnv15JChfThkaGZXXl0ZDf706hK+98D0GgHX6l5ZWMj5d7/MDWftv6U/rUWzjBxTSjeTSYvZlGcM20bdBcAFdZR/u5HvKgGuyn4kSWqXNmwq5zfPLeTXzy2geFONLNUcN6Yf3z5lLPvu1bOFerfbOjN7vbUqaAeQUiqLiCvJZAW4GHggW74GmNxM7/43oAtwY/VAW0ppTUT8mMw5xP8BvFitzX9kr9dVBe2ybRZFxP8AV5LJiHB1M/VRkqQ2paB4EyGg5nUAACAASURBVNc98g4PZleEVzloSG9+fOYExg10LCVJUltTVl7Jz/45l188M5+KalGfo0f25caz92dQ764t2LvdS373zpy4b39O3DeTmWBTeQUzlq/fklpz2uI1FBSX1WhTUZl4a9k63lq2jt9NWQRkMhwcOqwPhw7tw8FD+1BYXLbNoF2VygTffeAtBvXp2qp23rnkS5KkdqasvJI/vrKEn/1z7gcGPwcP6c3lp47liBF7tFDvdnsDstcPZAWoVnZMRHROKZXVcU9THJ+9PlZH3aO17mlomyuz9xi4kyS1K5WViT9PXcr1j85i3catZ7X0yO3I5aeO5XOHD2nyWSySJGnXe2fFei7585u8s2LrCVzdOnfgex8dx3lHDHGX3U7WpWOHLTvpAFJKLH6/ZMuOvGmL1zBnZfEH2i1fu5Hlb2zkoTcyp7blBNsN2lWpTHDH5LkG7iRJ0q5XWZn425vvcuuTs1lauLFG3ag98/j2KWM4ad/+DkJ3rqpddsPrqBuRvXbM/nlWM797TPY6p3ZFSmlFRGwA9o6IbimlkojoDgwCilNKK+p43tzsdXRDOxAR0+qpGtvQZ0iS1NLmrCziigemM3XxmhrlHz9gL648fRx79vCsG0mS2pryikrufHY+t0+eW+Os2sOH53PL2Qd4hEgLiQiG9e3OsL7dOfuQvQFYV7KZ15Zkz8lbtIY3l62ldHPN9JoNDdpVeXlhIXNWFjG6f4/m6nqTGLiTJGk3l1LimdmrufGxWcx6r6hG3V69cvnWSaM56+C96eCq8F3hETJn7F4SEfellAoBIqITcG21+/rshHf3yl7X1VO/Duieva+kgfcD9G6W3kmS1MptLKvgZ/+cy13/WkB5tdmgIfnd+NEnx3Ps6H4t2DtJktRY81YVcemf3+TNZVv/+dulYw7fOXUsXzpqmLvoW5le3Tpx3Ng9OW7sngBsrqhk5rvrt+zK+9ecgg8cCdMQU+YVGLiTJEk737TFa7jxsVm8srCwRnmfbp346nEjOe/IoeR26tBCvWuX7gPOB04BZkbEQ0ApcCIwEFgCDAEq631CG5ZSOqSu8uxOvIN3cXckSWqwZ2av4sqHZtTIWtAxJ/jKsSP42vGjHE9JktQGVVQm7n5+Abc8MYey8q3/DD9wcG9u/fQB7NMvrwV7p4bq1CGHAwb35oDBvfn3o4dzx1NzuO2pudtvWEtx6Y4H+3YWA3eSJO2G5q4s4qbHZ/PkzJU1yrt26sCFxwznog+PoGdupxbqXfuVUqqIiI8DlwDnAV8kE7h7BvgUcH/21lU74fXrgL5kdtK9X0d97R1262qV13f/2mbpnSRJrdCq9aX88O8z+ftbNbNGHzasD9edOaHVrMqWJEk7ZmHBBr79lzdrpL7u3CGHb540ii8fM4KOHXJasHdqih5dGzfflZfbesJlracnkiSpyZav3chPnpzDA68tq5HPu2NO8LkjhnDx8SM9d6WFpZQ2AzdmP1tERC4wCihIKS3cCa+eTSZwNxp4sda7B5JJk7kspVSS7eeGiFgODIqIgXWcczcqe/3AmXmSJLV1lZWJe19Zwk2PzqKoWqqlXl07ccVHx3LOIYNNmyVJUhtUWZn4v5cWc/2j79Q4F22/vXpy26cPZMwAF+W0dRNH9t2l7XYGA3eSJO0GCjeU8Yun5/G/Ly2ukd4B4BMH7MWlJ49m6B7dW6h3aqDPAJ2BP+6k5/8TmAicSq3AHXBatXtqtzk/2+Z3DWwjSVKbNvPd9Vzx4HTeWFpzU/lZBw3iio+No29elxbqmSRJaoqlhSV85/63eHHB1iQ0HXOCi48fyVePG0knd9ntFkb378Hhw/M/cGzMthwxPL9VZVIwcCdJUhu2YVM5v31+IXf9a0GN1eAAx47ux3dOHcN+e9WX6VAtISJ6ppTW1yo7ELgZWAPc0MTn9yWzs64gpVRQrep3wHeAiyPidymlRdn7+wBXZO+5s9bj7iQTuPt+RExKKa3JthkGfBXYxAcDepIktUklZeX89Km53P38QiqqpS4Y3rc7131yPEe1olXYkiSp4VJK3PfqUv777zPZUFaxpXxM/x7c+ukDGD/IeZPdzTdOGMX5d79cIxtVfXICvn7CqO3fuAsZuJMkqQ0qK6/kvleXcMfkeRQUb6pRd+Dg3lx+6lg+tM8eLdQ7bceTEbERmAEUAeOAjwEbgY+nlN6tfnNE3EImEAdwdPb67Yg4L/vnSSmlSdWaXAxcDVwLXFNVmFJaGBHfBu4ApkbEn4Ay4Gxgb+DWlFKNnXgppRci4jYyZ/K9FRH3k9kVeC6QD3ytKgAoSVJbNvmdlVz10NssX7txS1nnDjn850f24T8/sg+5nTq0YO8kSVJjrVi3ke/+dTrPzlm9pSwn4CvH7sM3TxxFl47+jt8dTRzZl+vPmsD3Hpi+zeBdTsANZ+3fqtJkgoE7SZLalMrKxMNvvcutT8xhSWFJjbp9+nXn26eM5ZT9+hPhmSut2P1k0mKeB3QFlgN3AdenlJbVcf/ZwNBaZSdX+/MiYBINkFL6WUQsAi4DvgDkADOBH6SUfl9Pm0sjYjqZHXZfBiqB14CbU0p/b8h7JUlqrd5bV8o1f3ubx95+r0b5kSPyue7MCezTL6+FeiZJkpoipcQDry3nmoffpqh0a4aiEf26c8s5B3DwkD4t2DvtCuceNoS9+3TjjslzebmOtJlHDM/n6yeManVBOzBwJ0lSm5BS4tk5q7npsdnMXFEjyyIDe+XyrRNHc9bBg+hoPvZWL6V0M5m0mA29f9gOPv8aqu20q6P+YeDhHXzmPcA9O9JGkqTWrKIy8b8vLuLWJ+ZQXC3deJ9unfjBx/blrIMHuRBKkqQ2alVRKd9/cAZPzly5pSwC/m3icL59yhh30rcjE0f2ZeLIvsxZWcSUeQUUl5aTl9uRiSP7tqoz7WozcCdJUiv32pI13PTYLF5aUHN1UK+unfjqcfvwhQ8Nc9ApSZLUQNOXreOKB6czffm6GuWfPnRvvnfaOPp079xCPZMkSU318JvvctVDM1hTsnlL2ZD8btxyzgEcPjy/BXumljS6f49WHairzcCdJEmt1LxVRdz8+Gwef3tljfLcTjn8+9HD+fKH96FX104t1DtJkqS2pXhTObc+MZvfv7Coxlkn+/Trzo/PnMARIzwfWJKktqpwQxlXPjSDR95aUaP8/COH8t3TxtK9i6EQtR3+X6skSa3Mu2s3cvtTc/nLtKU1JpU65gSfOXwwXz9+FHv2zG25DkqSJLUhKSUef3sl1/ztbd5bX7qlvHPHHL523Ei+fOwIunQ0e4EkSW3VE2+/xxUPTqeguGxL2V69crnp7AM4elTrO79M2h4Dd5IktRJrNpTxy2fnc88Liygrr6xRd/r+A7ns5DEM69u9hXonSZLU9ixfu5GrH5rBU++sqlF+zKi+/OiM8Y6tJElqw9aVbObah9/mgdeX1yj/9KF784PT96VnrlmK1DYZuJMkqYWVlJXzuymLuPPZ+RSVlteoO2ZUXy4/dSzjB/Vqod5JkiS1PeUVlfxuyiJ+8tQcSsoqtpT3zevMlafvyycO2IuIaMEeSpKkpnhm9iou/+tbrFy/aUvZnj26cMOnJnD82P4t2DOp6QzcSZLUQjZXVHLfq0u5Y/JcVhdtqlF3wN69uPzUsRw10pQOkiRJO+KNpWu54oHpzFyxvkb5544YwuWnjKVXN1ffS5LUVhWVbua6R97hvleX1ij/5IF7cc0n9qN3t84t1DOp+Ri4kyRpF6usTDwyfQW3PjGbRe+X1Kgb0a873z55DKeOH+AqcEmSpB2wvnQzNz82mz+8vJhU7ZzgMf178OOzxnPI0PyW65wkSWqyF+YV8O3732L52o1byvbo3pnrzpzAqeMHtGDPpOZl4E6SpF0kpcRzcwu46fFZzFhecwX4gJ65fPPEUZx9yN507JDTQj2UJElqe1LKLIq69uGZNbIY5HbK4RsnjObCY4bTyfGVJEltVklZOTc+Oovfv7i4Rvlp4wfw358czx55XVqoZ9LOYeBOkqRd4I2la7nx0Vm8uOD9GuU9czvyX8eN5IKjhpHbqUML9U6SJKltWlpYwg8mzeDZOatrlH9kTD9+dMZ4Bud3a6GeSZKk5jB1USGX/eXNGhmLenfrxA/PGM/H9x9otiLtlgzcSZK0E81fXcwtj8/m0Rnv1SjP7ZTDlyYO5z8+vI/nrEiSJO2gzRWV/Pq5BdwxeS6lmyu3lPfr0YVrPr4fH51g2nFJktqy0s0V3PrEbH7z/MIaKbBPGLsn1581gT175rZc56SdzMCdJEk7wXvrSvnpU3P4y7RlVFRuHWF2yAnOPWww3zhhFP0dZEqSJO2waYsLueKBGcxeWbSlLALOP3Iol50yhp65LoqSJKkte2PpWi798xvMX71hS1mPLh256uP7cvYhe7s4R7s9A3eSJDWjtSVl/PLZ+dwzZRGbyitr1H1swkAuPXk0I/rltVDvJEmS2q51JZu54bFZ/PGVJTXKxw3syfVnTeDAwb1bqGeSJKk5bCqv4I7Jc7nz2QU1FkEfM6ovN35qf/bq3bUFeyftOgbuJEnajjkri5gyr4Di0nLycjsycWRfRvfvUeOejWUV/O6Fhdz5zHzWl5bXqDt6ZF++c+oY9t/bySRJkqQdlVLib2++y4/+PpOC4rIt5d06d+CSk0ZzwVHD6NghpwV7KEmSmurtd9dx6Z/fZNZ7W3fUd+vcge9/bByfO3yIu+zUrhi4kySpHlPmFXD75Lm8srDwA3WHD8/nGyeM4vDh+fx56lJuf2ouq4o21bhnwqBeXH7qWI4e1XdXdVmSJGm3sqhgAz+YNIPn5xXUKD9xXH+uPWM/BrnyXpKkNm1zRSW/fGY+d0yeS3m1XXZHDM/n5rMPYMge3Vqwd1LLMHAnSVId/vTqEr73wHSqjRlreGVhIef95mX2yOtcY+U3wPC+3bns5DGcNn4AOTmuCJMkSdpRm8or+NWzC/j50/Moq5Z+fEDPXK49Yz9O2W9AC/ZOkiQ1hzkri7j0z28yffm6LWW5nXL4ziljueCoYc6pqN0ycCdJUi1T5hVsM2hXJUGNoN2ePbrwjRNH8elDB9PJdE2SJEmN8tKC9/n+g9OZv3rDlrKcgAuOGs4lJ48mr4tTGZIktWUVlYlfP7eA256YQ1nF1gU6Bw3pza3nHMCIfnkt2Dup5TnalSSpltsnz91u0K66DjnBpSeP5ktHDadr5w47r2OSJEm7scINZVz/j3f4y7RlNconDOrF9WdNYPygXi3UM0mS1FwWrC7msr+8yWtL1m4p69whh0tOHs1Fx4ygg7vsJAN3kiRVN2dlUZ1n2m1LRWXixHH9DdpJkiQ1QkqJv762nOsemcmaks1byvO6dOSyk0dz/oeGOYmnHRYRHwO+AewL7AGsAKYBt6WUXqx1bw/gu8CngGHARuAV4KaU0uQdeOeBwCeBk4AR2feuBv4F3JxSeq1p30qS2q7KysQ9LyzipsdnUbp56y67CYN6ceunD2B0/x4t2DupdTFwJ0lSNVPmFTS6nYNMSZKkHTNvVTE/mDSdlxbUXDh12vgBXP3x/RjQK7eFeqa2LCJuBL4DvA9MAgqAkcAZwKci4gsppT9k7+0DPE8mwPc2cCeQl733qYi4MKV0dwNffSdwBJkA4QNAMXAg8Bng7Ig4N6X0QPN8S0lqO5YWlnDZX97k5WoLpTvmBF8/YRT/+ZF9PG5EqsXAnSRJ1awtKdv+TXUoLi1v5p5IkiTtvko3V/CLZ+Zz5zPza5xtM6h3V354xn6cMK5/C/ZObVlEDAAuA1YC+6eUVlWrOw74J/BD4A/Z4mvIBO0eAM5NKZVn770CmAr8LCIeTynVzOFat3uB81JK82r16fPZ990VEX9PKTXuHx1S1pyVRUyZV0BxaTl5uR2ZOLKvC0nVKqWU+H+vLOG6R96hpKxiS/nYAT245ZwDTIMt1cPAnSRJwLqNm7n35cXc/fyiRrXPy/VXqiRJEmx/QnnKvAJ+MGkGCws2bCnrkBP8+9HD+eaJo+jW2XGVmmQokAO8XD1oB5BSejoiioB+1YrPzF6vqgraZe9dFRG3AT8B/o1MsG+bUko/q6f83oi4GhgFTCCzI0/aYVPmFXD75Ll1Hu9w+PB8vnHCKCaO7NsCPZM+6N21G7n8r2/x3NytmY1yAv7zI/vw9RNG0aWjx41I9XE0LElq15atKeG3zy/iT68uYUO11V87yn8cSZKk9m57E8oXHDWMJ2eu5MHXl9eoO3Bwb3585gT23avnruqqdm9zgTLg8Ijom1LaMmMcER8GepBJn1llQPa6oI5nVZWdQAMCd9tRdYCjqTrUKH96dQnfe2A6lanu+lcWFnL+3S9zw1n78+nDBu/azknVpJS4f9oyfvjwTIo2bf0rb59+3bn10wdy4ODeLdg7qW0wcCdJapemL1vHXc8t4B/TV1BR618+nToEmyvq+ddQHY4Ynm9aEkmS1K41ZEK5dkCvR25HLj91LJ87fAg5ObELeqn2IKVUGBGXA7cBMyNiEpmz7vYBPgE8CXylWpMCYCAwHJhZ63EjstcxTelTRBxJJh3ncmBGA9vUtytvbFP6orZpyryCbf4dW6UywXcfeItBfbq6uFQtYtX6Uq54cDpPvbN1w3MEXHj0cC49eQy5ndxlJzWEgTtJUrtRWZl4ds5q7vrXAl5c8P4H6kf3z+OiY0awZ48ufOmeV7f7jyLIpHn4+gmjdkJvJUmS2oaGTihX9/ED9uLK08exZ4/cndcxtVsppZ9GxCLgt8BF1armAffUSqH5CHAhcG1EfCalVAEQEf2Ab2Xv6dPYvkREPvC/2R+/VfV8aUfcPnlug/+OrUxwx+S5Bu60S6WUePitFVz10AzWlmzeUj50j27ccs4BHDYsvwV7J7U9Bu4kSbu9TeUVPPT6u/z6uQXMXVX8gfqJI/fgomNGcOzofkRkVntff9aE7U5A5QTccNb+/oNIkiS1azsyoQwwpn8eP/vsQTuvQ2r3IuI7wI+BO4CfA++R2al2PXBvRByYUvpO9vargFOAs4E3ImIy0B04g8wOuSFAZSP70R14iMzZdjellP7S0LYppUPqeeY04ODG9Edt05yVRXWmIN6WlxcWMmdlkZlh1Cy2d3bt+8WbuPKhGfxj+ns12n3xQ0O5/LSxnl0rNYL/XyNJ2m2tK9nMH15ezD0vLGJ10aYadR1ygtP3H8hFx4xg/KBeH2h77mFD2LtPN+6YPJeX6/hH0hHD8/m6B39LkqR2rjETyrNXFjuhrJ0mIj4C3Ag8mFK6pFrVaxFxJjAHuDQi7kwpLUgprYiIw4ArgdOB/yKTPvNPwO1kzsyrvkOvof3oTmY339HAbSmly5vwtdSOTZlXsP2b6nDvS4v5+gmj2COvSzP3SO3F9s6u/cYJoygqLef7D07n/Q1lW+oG9e7KTWe7yFlqCgN3kqTdztLCEu5+fiF/nrqUkrKamWi6d+7AZw8fwpeOHs6g3l23+ZyJI/sycWTf7a4ukyRJam9KysqZvmwdv35uQaPaT5lX4HhKO8vp2evTtStSSiUR8QpwJnAQsCBbvhK4OPvZIiKOz/7x1R3pQET0IBO0O4bMTjuDdmq04tLyRrX7/YuL+f2Li9mje2dG9c9jdP8ejOrfg9F7Zv7cp3vnZu6pdicNObv28795+QPlnzlsMN//2Dh65HbayT2Udm8G7iRJu423lq3lV/9awKPTV3xgcNm/Zxe+NHE4nz18CL267tgAcnT/Hk4sSZKkdiulxMKCDby+ZC2vL13D60vWMuu9Iip2JD9mLY2diJYaoGp7Ub966qvKy+qpr+4L2ev/a+jLI6IX8BhwJHBdSukHDW0r1SUvt2nTt+9vKOP9BYW8tKDmrqm+eV0YvSWgl7mO3rMHvboZcGnvGnN2bf+eXbjhU/tz3Jg9d17HpHbEwJ0kqU2rrEw8PXsVd/1rQZ0pLccO6MFFx4zg4wfsReeOOS3QQ0mSpLZl3cbNvLl07ZZA3RtL17K2ZHOzvqOpE9HSNjxHZufclyPiVyml5VUVEXEaMBEoBV7IluUA3VJKNQ7DjojzyQTuXgAm1arrC/QFClJKBdXK+wBPAIcCV6eUftj8X0/tTWPTDY7un8fSwo1s3FxRZ31B8SYKijfxwvz3a5T379klE8zbswej++cxKhvY6+kOqnZjR8+u7ZvXmSe+eaxBX6kZNctIOSICuDD72Q8I4B3gN8BdKaV6D/HNtn0CODFb1Cml1KCldxExkcxhwccBw4CewLvAZOCGlNK8OtrcA3xxG48dl1Ka1ZD3S5JaTunmCia9vpxfP7eA+as3fKD+6JF9+fKHR3DMqL5kftVIkiSptorKxNxVRby+ZC2vLV7D60vXMm9V8XbbRcCoPfMY0S+Px2a8t8Pv9dwb7UT3A0+RmWd6JyIeBN4DxpFJoxnAd1NKVdGKbsDKiHgSmA9UkgnufYjM3NY5dcxrXQxcDVwLXFOt/AEyQbv5QE5EXMMHTUopvdHE76h2ZHT/Hhw+PH+HzhM9Yng+f/rKh6isTCxfu5HZ7xUxZ1URc7NnjM5bVcym8rqna1eu38TK9Zt4bm7Ns/UG9sqtkWpz9IAejNozj+5dXIixO2nM2bUFxWWsLCo1cCc1o+b6m/UPwOfIHNb7R6AEOAn4JXAUW1ML1OViMoG3UiB3B9/7VzIpDl4A7gXKyQys/h34TESclFJ6sZ62twNr6yhv3ImvkqRdYm1JGX94aTH3vLCYguJNNeo65gQfP2AvLjxmOPvt1auFeihJktR6FRRv4o1qKS/fXLqWDWV178aork+3Thw0pA8HDe7NQUP6sP/gXlt2X3z6Vy/u8ISyaci1s6SUKiPio8BXgc+QOc+uG1AI/AO4I6X0RLUmm4D7gKPJzGUBzAW+D/w0pVSyA68fnr3uQyawV5dFgIE77ZBvnDCK8+9+uUG7oHICvn7CqMyfc4LB+d0YnN+NE/ftv+WeisrE0sIS5qwsYu6qTDBvzspi5q8upqyegN6KdaWsWFfKv+asrlE+qHfXaik3M7v0Ru6ZR7fOuyag55n0zWvKvMZNjXt2rdS8mvw3aEScSSZotxA4vCpFQER0JhNYOz8iJqWUHqij7RjgRuAWMoOpoTv4+p8A/5dSerfWc68ArgPuAibU0/anKaVFO/g+SVILWfJ+Cb+dspA/vbr0A6k+8rp05HNHDOGCo4axV++uLdRDSZKk1qWsvJJ3Vqzn9SWZnXSvL1nLksLtxyA65ATjBvbg4CF9OOj/s3fn4VVV9/7H3ysJSQgJISFhTEICCYgMCpoESdUq1g5WrWjFCUFFe2+1etva3npbW7WDejtdaG/bn0oFR2yVam1vazXODEkABwaVxCRMSsghATKQ8azfH/vkkOFkOMkJJ8Pn9Tx5Ts7aa+/9DQ/kbNZ3re9KGcO85DimjI3qtIpBbweURfqLtbYR+B/PV0/63uTn9e+h7Uq7lvZUf64j0lM56Qn87LLZfG/9ji77hRh4YPHcblc1h4YYUhNGkZowigtnnWhvanazt6KW3WUtyTxnlV6xq5rGZt+/5A8cOc6BI8d57aMTCT1jICluJNPHnUjmTR8fQ/q4aCJHhPb8B+/ChiIXK3MLfU4cyUqL545FGVrd3Qu93YNWe9eKBFYgpj5c5nn9Zeu63tbaBmPM3ThlCG7DKRfgZYwJAx4HinFmIV3l742ttQ92cuhB4AfAbGPM2FblD0REZJB5d98RHn6zmH/s+LTDYNCE0ZHc+JlUrspKUb19ERERGfY+OXLc2ZfOk6jbfuBopysnWhsXE3EiSZcSx5zJsYwM7/nAak56AvcvnsNd67d3mbzr6YCyiIh0dMrErqvKZKfFc3sfk1VhoSFMTXTKIH9h9gRve2Ozmz2Ha7wJvZaSmyWuGpp8/OK3FvZVHGdfxXFyPzzkbTcGpsRHtUnmZYyLYWriKL8Ses8U7O3yMye/pIKlq/N4YPFcrsxM7vkfgPR6D1rtXSsSWIH4F9XyW7zYx7GWtrONMeHW2oZWx34AzAPOstbWB3j/IYtTNhOgs5ofXzTGjPYcLwJetdYeC2QQIiLSO2635dUPD/HQm8Xkl3acPTdz4mhuOSeNi+ZMIjwsJAgRioiIiATX8YZmdnxy1EnS7XVW0x08VtfteeFhIcyZHOsteTkvZQwTYyP7vCfwkswUkuKiWJVbSJ6P1Q+BGFAWERnO1uXv9X5/4anjOWva2JNWHnJEaAjp42JIHxfDl+ZM9LY3NLkpPVzjLbVZWFbFR2VV7DlcS3MnCb3Sw7WUHq7l5V1l3vYQA6ljR5HRruTm1IToDv/n31Dk6naiCIDbwvfWv8/kuJH67PFDb/+s9GcsEliBSNy1rLJL83Fsaqv7TAU+BDDGZOLUCn/AWrslADG091UgBthsrfW1jx3A79q9rzLG3GWt/d+e3sQYs7WTQ6f09BoiInJCXWMzf3nnAA+/VUxxeU2H42dnJHDLOVP5THpCnweXRERERAYLay17Dtd696V7Z+8RPvj0mM9VDu2lxEd5yl06ibqZE0f328SnnPQEctITtN+QiEiAVdc38df3TuwU9LVzp3LGlPggRuQIDwth+viYDr/j65uaKS6vabM6r/BQNXsO1/hMuLktFLtqKHbV8NLOEwm90BBD6tgoZkxwVuZNHx/DH974uEelmVuuuyq3UEklP0wfH8OcybFsP3C0x+do71qRwAtE4u7vwNXAt4wx66y1FQDGmBHAva36xXnaR+KUyNwJ3BeA+7dhjEkDfoOz4u5bPrq8ibMZ8WbgEDAJp9znj4DfGmMarbUPBTouERHpXGVNA49v3sNjm0pxVTe0ORYWYrjktEmsOHsqp04aHZwARURERE6iqrpG3tt3tNXedJVU1jZ2e96o8FBOSx7j3Zfu9JQxJERHnISI2/I1iCsiIr33t/c+obbBNNmuZgAAIABJREFUKSqWPi6a+SlxQY6oaxFhocycOJqZE9v+H76usZmPy6u9ybzdZdUUHqpib0Ut1kcyrtlt+bi8ho/La4CDvYolr6SC3WVV+lzqoUNVdRw82v0K/hbau1akfwQicbcOWAp8HthljHkBqAMuACYCe4EUoKWw/n/jrL7L9GwAHDDGmHHAP4BE4FZr7ab2fay1f2zXVAz80hjzEfAi8FNjzGprbWclNltf64xO4tgKzPc3fhGR4WbP4RpWv13Cn7bso66x7f4rMRFhXJOdwvKcVCbGjgxShCL9wzhLRld4vmYBBvgAeAR4yFrbYUMiY8yXgTtxSo2H4kyC+p21dq0f910DLOum26vW2kWtzlkOPNpF/3+31v6hpzGIiEhbbrelqLyabXs8q+n2VVJ4qNrnAGZ76eOi25S8nD4+htAQVSUQERlq1hXs835/VWbyoK1AEzkilFmTYpk1qe1+fccbmik65EnmHTqxSm9/5fGA3HdDkUuJux6orm/ixjUFlFfX96i/9q4V6T99TtxZa5uNMRfjrG67DmcwqA54HbgceNbT9ZAx5lzgVuAea+17fb13a56k3avADOAOa237Uphdstb+zRhzAJgMnApsD2R8IiJywra9lTz8ZjH/3Hmww6DUpNhIbvxMGksyk4mJHBGcAEX63xPANTir/58GaoHPAb8HFgLXt+5sjLkNp6LAYc+5DcAVwBpjzBxr7Z09vO/zQGknx5biTK76RyfHXwDe9dHeH2XPRUSGrIqaBt5tVfLyvX1HqKpv6va82JEjvCvp5qWM4bTkMcSO1LOSiMhQ9+HBY7y7z9kJaESoYfH8pCBHFHgjw0OZkxTLnKS2Cb2a+iZvQq/wUDUv7zxIyeFav69fXdf95+xw19js5utPbmPHgWOAk5T75uem83ahS3vXigRBIFbc4Vk596Dny8sYEwlkAC5rbYkx5lKcGeX3GmPu7XglABo9s0bmWWt9DQ51YIyZCOTi7C13q79Ju1bKcRJ3o3p5voiIdMLttrzyQRkPv1VMQWllh+OnThzNLedM5aK5ExkR2j/7rogMBMaYy3CSdiVAlrXW5WkPB54DlhpjnrfWrve0pwK/ACqAM621pZ72+4AC4NvGmOd8VRpoz1r7PE7yrn1MY4Dv4iQE13Ry+vPW2s6OiYiID43Nbj78tKrV3nSVlPZgwDE0xHDKhJg2ibq0hFGDdoWFiIj03rr8E6vtLpw1gfhR4UGM5uQaFRHGacnOZBWAibGR3PviLr+vEx0ZkCHwIctay/ee286bu8u9bT+9bA5XZ6XwjfMztHetSBD092+tq4BwnJnkADuA1Z30XQJEA38ELM6M8m4ZY5JwVtqlA//W2/3pjDGxOIk/izOQJiIiAVDX2Mxz2/az+q0Sil01HY6fOz2RW86ZysJpYzUYJcPFZZ7XX7Yk7QCstQ3GmLuBLwO3Aes9h24EIoAHW5J2nv6Vxpif4Txb/RvQbeKuC0uBkcC61jGJiAxF/Tn4dPBoXZt96d7ff5T6pg7VjztIjIlgXvIY5k+JY17yGOYkxRIVrkFGEZHhrq6xmb+8c8D7/urMlCBGE3y9Xd2lVWFd+9XLu3lu237v+9sXZXB11om/a9q7VuTkC8j/BIwxo621x9q1nQ78HKgEHgCw1r4CvNLJNS7ASdx9zVrb1O7YRCAW+NRae7RV+xTgNWAKcGN3s8CNMROAMGvt/nbt0TizyyOBl621Zd38yCIi0o2KmgYe37SHxzaVcrimoc2xEaGGS06bzM3npHHKhNG+LyAydE3wvBb7ONbSdrYxJtxa2wCc72n7p4/+LWUtz/dxzB83e167mgB1ujHmP3Celw4Ar7V/phIRGcg2FLlYmVtIvo9yT1lp8dzhZ7mnusZmdn5y1FvyctveSj49WtfteeGhIcyaPNq7km5eyhgmjxmpCUwiItLBSzsPcvR4IwDJ8SNZOG1skCMKrunjY8hKi/f5Wd6Z7LR4JZ268GTeHn7zapH3/ZVnJvHNCzKCGJGIQOBW3L1sjDmOs6KuCpgJXAQcBy621n7Sx+vfj7N33g20Ld/0OpAKbAVSjTH3+Dh3TavZ6acArxhjNgG7cfaVmYyzp8wEnMGyFX2MVURkWCt11fDI28U8u3U/dY1tZ5jHRIZxbfYUli9MZUJsZJAiFAm6lhVtaT6OTfW8hnm+/xBn/15wnl3asNZ+aoypAZKMMVHWWr83fDDGnAXMAXZba1/rousd7d43G2MeAf7DWtv9SLVzr62dHDqlJ+eLiPTWMwV7uWv9dtzW9/H8kgqWrs7jgcVzuTIzucNxay37Ko63KXm569NjNDZ3csFWkuJGMi/FWUk3L2UMp04aTURYaF9/JBERGQZal8lccmYyISGa5HHHogyWrs7r9DO9vcvmTe7fgAaxl3eVcffzO7zvz52eyE8vm6PJRCIDQKASd8/ilMW8DqfM0gGcGdv39/NM7FTP6xmeL19eB0o933+MU04qE7gEGAPUAh8BvwVWWWur+idUEZGhbeueSh5+s5iXdh3EtnuAnjxmJDfkpHJVVgrRESr7JMPe34GrgW8ZY9ZZaysAjDEjgNZ7AMd5Xlt2aD+Kb0dx9ueNxXmu8dctnteHOzleAnwD+Bew33Ofz+BMrPoaMBpnzz4RkQFpQ5Gry6RdC7eF761/n8lxIzkteQzv7zviLXn5zt4jHSoI+DJyRCinJcd6E3Wnp4xhXIwmK4mIiP9KXTVsKnZ2EgoxcMUZHSeWDEc56Qncv3hOjz7bAX7+0kfMS4ljxgStumtt295KvvH0Nu+f4ZzJsfzu2vmMCA0JbmAiAgQocWet/TlOWcy+XCO1i2PLgeU+2v1K/1tr9+EMMImISAA0uy2vfFDGQ28Ws3VPZYfjsyaN5pZzpvKlORP18CdywjqcPeU+D+wyxrwA1AEXABOBvUAK0P2mSH3k2eP3SqCBtlUNvKy1bwBvtGqqBf5sjNkMvAdcbYx50Fr7Xnf3s9b6nGjlWYk337/oRWQg6M/94gJlZW5hj2fluy2sWLuF+qbmHp0zNXGUt+Tl/JQ4po+PJkzPPCIiEgDPbDmx2u68GeNUtaaVJZkpJMVFsSq3kDwfZTNPnRhDsauGukY3h2sauPrhzTx1c7a26vAoLq/mpjUF3ipJKfFR/HF5JqM00VpkwNC/RhER8VtdYzPPbt3P6rdLKHHVdDj+2RmJ3HLOVM6aOlYlFkTasdY2G2MuBr6FU61gGU7i7nXgcpxKBuCU9AZnRV0Czkq3wz4u2d2KvK5cB0QB66y1ru46t2at3WeM+T/gWuAcnCSeiAwTgd4vrr/sLqvyax8cgOONzT7bR0eGcXqrkpenJ49hTFR4IMIUERFpo7HZzbNbTxQxuyorJYjRDEw56QnkpCd0Oolo655Klv0xn+r6JipqGrjm4TyeXJHNzInDO3lXXlXPskfzqax19k6MixrBmhsySYyJCHJkItKaEnciItJjh6vreWzTHh7fvIeKduWiRoQavnL6ZFacPVUlKES6Ya1tBB70fHkZYyKBDMBlrS3xNH+Ek7ibDmxq138iTpnM/b3Z3w642fP6/3pxLkC553VUL88XkUGor/vFBVJDkxtXdb33q7yqHld1A+VV9ZRX17PjQG/mNIABTpk4mnkpYzyJujimJozS3kIiInJSvPrhIcqr6gEYFxPBeTMSgxzRwDV9fIzP1f5nTInjsZuyWLY6nypv8m4zT928YNgm72rqm7hxTQH7Ko4DEDkihNXLM5maGB3kyESkPSXuRESkW8Xl1ax+u4Rnt+6nvqlt9b6YyDCuWzCF5QtTGT9apTtE+ugqIBx4ulXbq0AO8AXaJe6AL7bq4xdjTDZwGrDbWvu635E6sj2vxb08X0QGmd7sF+fvyruGJjeHa+pxVTVQXl3neW1JyrVN0B093tiHn6Zzt52Xzrc/P6Nfri0iItKdZwpOlMn86plJKsPcS/NTnOTd9Z7kXWVtI9c8vJknVyzg1EnDK3nX2Ozm609uY7tnUlOIgd9ePZ/5KXHdnCkiwaDEnYiIdGpLaQUPvVnMyx+UYdsN0E0eM5KbPpPGlZnJRKsOuohfjDGjrbXH2rWdjrNncCXwQKtDjwLfBW4zxjxqrS319I8D/svT5w/trhWLs1/eUWvtp52EcYvn9aFuYj3TWrulXVsI8J/AWYAL+GdX1xCRocPf/eJW5RaSk55AY7Obw56VcK7q+naJuAbKq+pwVTfgqq7nSG3/JOP8ER+tEpgiIhIcnx49zusfHfK+v/LM/l29PtTN85G8u/aR4ZW8s9byX+u388bucm/bj78ymwtOHR/EqESkKxppFRGRNprdlpd3HeShN4vZtvdIh+OzJ4/mlnOm8aXZEzTrT6T3XjbGHAd2AFXATOAi4DhwsbX2k5aO1toSY8x3gFXAFmPMM0ADcAWQBPzSWtt+Jd5lOAm/tcDy9jc3xowGlgD1nj5dKTDG7MDZw+4Azp56OcBsoBa4tn0SUkSGpt7sF5dXUsHce17iWF1Tv8QUYmBsdAQJ0REkxkSQEB1OYkwEiZ62+qZm/vO57X5fdyDszyciIsPTn7fs906SWThtLFPGqip9X81LiePxFdksXZ1HVZ1n5d0jm3lqmCTvfv1KIX9utWfiN85P59rsKUGMSES6o8SdiIgAcLyhmWe37uORt0vYc7jjVlnnnzKOm8+eyoKp8Rij/V1E+uhZnLKY1wEjcRJiDwH3W2v3t+9srf2NMaYUuBO4HggBdgE/sNZ2l3jz5VqcfenWWWtd3fT9BZAFnA/EA25gL/C/wK+stSqTKTJMbCjq7teFb/4m7UIMxI9ql4TzvoaTGB1JQkw4CdERxEWFE9rNvnPPbTvgV8IxOy3e5145IiIi/c3ttm3KZF6VlRLEaIaW05PH8MRN2VznSd4d8STvnlyRzaxJscEOr988lbeXVbmF3vdXnJHEtz43PYgRiUhPKHEnIjLMuarreWxjKY9v3kNlu9JU4aEhfGXeJG4+eyoZGsASCRhr7c9xymL6c86LwIs97LsGWNPF8d8Dv+/htb7Tk34iMvRV92HVnDEwdlR4q5VxJxJzCW1WzEUQP6r7ZJw/7liUwdLVeT0q8Rli4PZFGQG7t4iIiD/eLnJx4MhxAMZEjeBClTIMqNN8JO+ufSSPJ27KZvbkoZe8y/2gjB88f6LywDnTE7l/8RxNxhYZBJS4ExEZpj4ur+aRt0p4btt+GprcbY7FjhzBdQtSWHZWKuNGRwYpQhERERkoKmsaeHd/xxLaPfHtz03n3z87LWgltnPSE7h/8RzuWr+9y+RdiIEHFs9VmUwREQma1qvtFs9LInJEaBCjGZo6S949uWJoJe/e2VvJrU9t8z77zJ48mt9dO58R2vJEZFBQ4k5EZJDbXVbFhiIX1XVNREeGkZOe0Gl5J2stW/ZU8v/eKOaVD8o6HE+KG8mKz6Tx1TOTGRWhjwgREZHhbtcnx1i7sZTn3z1AfbuJPj31+QGwL+6SzBSS4qJYlVtIno+ymdlp8dy+KENJOxERCZrD1fX8a9dB7/slmclBjGZoOy15DE+uyOa6R/I4VtfE0eNDK3lX4qrhprVbqGt0nt2S4kbyx+WZRGucR2TQ0L9WEZFBakORi5W5hT73bMlKi+eOVoNPzW7LSzsP8tCbxby7r+Ns+blJsdxyzlS+MCv4A2siIiISXE3Nbl7eVcaajaU+k1z+GEj7xeWkJ5CTnuDXpCcREZGTZf22AzQ2O8uj5qWMYcYEfTb1p7lJY3hyxQKufWTzkEreuarrWf5oPhU1DQDERY1g7Y1ZjItRNSWRwUSJOxGRQeiZgr1dlnvKL6lg6eo87rtkNm4sj7xVwt6K2g79Lpg5jpvPnkpWWrxqnIuIiAxzlTUNrCvYx+ObSvnkaF2H47MnjyZnWgIPvVlMD7aLG7D7xU0fH6NEnYiIDCjWWp4u2Ot9f3VmShCjGT7mJMXy5IoFXLc6j6PHGzl6vJFrHt7MkysWMCdp8CXvauqbuHFNAXsOO+M/EWEhPLIsk2mJ0UGOTET8pcSdiMggs6HI1e0eLQBuCz94YUeH9vDQEBbPn8yKs9NIH6dBKxERkeHug0+dcph/eadjOczQEMMXZ0/ghpxU5qfEYYxhauIo7RcnIiISQFv2VFJcXgPAqPBQLpo7McgRDR9O8i6bax9xknfH6pq49pHBl7xranZz21PbeH//UcB5FvvN1fM4Y0pckCMTkd5Q4k5EZJBZmVvYbdLOlzFRI1i6YApLz5qiEgkiIiLDXFOzm1c+KOPRDb7LYY4dFc7VWSlcuyCFibEj2xzTfnEiIiKBtS5/n/f7S06frD3nT7LZk30n755Ykc3cpDHBDq9b1lq+/5cdvPZRubftvktnc+GsCUGMSkT6Qp8CIiKDyO6yKp972nXn1vOmcet56USF69e+iIjIcNZSDvOJzXs4cOR4h+OzJo3mhpw0vjx3IpEjQju9jvaLExERCYyjxxv5+/ZPvO+vykwOYjTDV0vy7rrVeRypdZJ31z2SNyiSdytzC3lmy4nk763nTeO6BVOCGJGI9JVGcEVEBpENRa5enZcQHaGknYiIyDDWXTnML8yewA0LUzljSpxf+95qvzgREZG++et7n1DX6Hw2nzIhhrmDqDzjUNN65V1L8u7aR/J44qZsTksemMm7dfl7+Z9XCr3vF8+fzJ0XzghiRCISCBrFFREZRKrrmk7qeSIiIjJ4tZTDXLOxlM3FHVfsx48K55pOymGKiIjIybEuf6/3+6uzUvyaQCOBN2tS2+RdVV0T163O4/Gbsjl9gCXvXv2wjO8/v8P7/uyMBB68fK7+DokMAUrciYgMAtZa3i5y8bf3P+m+sw/Rkfp1LyIiMlwcqXXKYT6+qfNymMsXpnLxaZO6LIcpIiIi/WvHgaPs/OQYABFhIXzl9MlBjkjAd/Ju6SN5PL5i4CTv3tt3hFuffIdmtwWc57vfX3cGI0JDghyZiASCRnJFRAaw6vomntu6n7WbSikur+n1dXLSEwIXlIiIiAxILeUwn3/3gLfkVou+lMMUERGR/rGu4MRquy/NmUhs1IggRiOtzZoUy1MrFnDtI5uprG2kqt5J3j12UxbzUuKCGlupq4Yb1xRwvLEZgMljRvLo8kyiIzTULzJU6F+ziMgA9HF5NY9tLOW5bQeoru9bmcvstHjtPSMiIjJI7C6rYkORi+q6JqIjw8hJT+jyc9wph3mINRtLVA5TRERkEKltaOKFd05U1VmSmRzEaMSXUyeN5sl2ybvrV+cHNXnnqq5n2aP5HK5pAGBM1AjW3pjFuNGRQYlHRPqHEnciIgNEs9vy2oeHWLuplLcKXR2OR0eEccUZScyePJrvPvs+nmoIXQoxcPuijMAHKyIiIgG1ocjFytxC8ks6Jt+y0uK5Y1FGmxX0KocpIiIyuP3f9oNUeSbqpiWMIjstPsgRiS+nThrNUzcv4NpH8qioafAm79belMX8k5y8q21o4qY1Bew5XAs45VVXLzuT9HHRJzUOEel/StyJiATZkdoG/rRlH49v3sO+io4Db+njoll21hQum5/kLXvQ7LbctX57l8m7EAMPLJ6rMpkiIiID3DMFe7v8XM8vqWDp6jweWDyXucmxrN1Yyl/eUTlMERGRwWxd/okymUsyk/W5PYDNnDiap27O5pqH2ybvHjuJybumZje3PfUO7+0/CoAxsPKqeZwxRQlfkaFIiTsRkSDpah+aEAOLZo5n+cJUFk4b2+EBfklmCklxUazKLSTPx8z87LR4bm83M19EREQGng1Frm4n4wC4LXz3ufd9HosfFc7VWclct2CKymGKiIgMAkWHqtiypxKAsBDD5fOTghyRdOeUCW2Td9UtK+9uzOKMKf2bvLPWcvcLO3j1w0PetnsvmcUXZk/o1/uKSPAocScichI1Nrv5184y1m4sJb+0Y8JtTNQIlmQmc132FJLjo7q8Vk56AjnpCX7vhSMiIiIDx8rcwh6Vv/ZF5TBFREQGp3X5+7zfXzBzPIkxEUGMRnrqlAmjefrmBVzz8GYOe5J3y/6Yz9obM/t15duq3CKebvV35t8/O43rz0rtt/uJSPApcScichK4qut5Om8vT+bt5eCxug7HT53oDLxdcrr/A2/Tx8coUSciIjII7S6r8rmnXXfOnZ7Ibeenc6bKYYqIiAw69U3NrH/ngPf9kqzkIEYj/poxIYan2iXvWspm9kfy7k8F+/j1K7u97y+bN5nvfn5GwO8jIgOLEnciIv3o3X1HWLuxlL+//ykNzW3LYYZ59qFZrn1oREREhqUNRa5enffZGYlkpmo/ExERkcHolV2HqKhpAGBSbCTnZCQGOSLx14wJMTx9ywKufshJ3tU0NHvLZp4ZwGe01z46xF1/2e59/5n0BB68fK7Gj0SGASXuREQCrL6pmb+//ylrN+3hvX1HOhxPiI7gmuwUrs1OYfzoyCBEKCIiIgNBdV3TST1PREREgm9dwV7v9189M5nQECVhBqPp453k3TUPb8ZV7STvnLKZgUnevb//CF9/YhvNnprqp04cze+vm094WEifry0iA58SdyIiAfLp0eM8uXkvT+fv5bBn9lxr81LGsHxhKl+cPVEPWiIiIkJ0ZO/+O9bb80RERCS49lXU8lahs+LeGPjqmUlBjkj6Yvr4GJ6+eQFXt0verbkxq0/VEfYeruXGNQUcb2wGYPKYkTx6QyYxkSMCFbqIDHD6H5+ISDu7y6rYUOSiuq6J6MgwctITOt1DzlpLfkkFj23awz93HvTOhGoRHhbCxXMnsWzhFOYmjTkZ4YuIiMgg4KquZ3Px4V6dm5OeEOBoRERE5GT405Z93u/PyUgkKS4qiNFIIGR4k3d5uKrr26y8603y7nB1PcsezcdV7UwIjx05grU3Zqpik8gwo8SdiIjHhiIXK3MLyS+p6HAsKy2eOxZleAfKjjc08/y7B1i7sZQPD1Z16D8pNpJrF0zhqsxkxkZH9HvsIiIiMjg0uy1P5e/l5//8kGO9KHmZnRbf6YQiERERGbiamt38ect+7/urMpODGI0EUsb4GNbdks1VDznJu9qWlXc3ZJGV1vPk3fGGZm5au4USVw3gTAZfvexM0sfp2U9kuFHiTkQEeKZgL3et3067BXNe+SUVLF2dx3cunEFFbQPPFOzzOdh21tSxLFs4hQtmjicsVOUwRURE5IR39lZy9ws72HHgWK/ODzFw+6KMAEclIiIiJ8ObheUcPFYHQEJ0OItmjg9yRBJI6eM6Ju+WP5rPo8szyZ46ttvzm5rdfOPpbby77wjglFJdddXpAdkvT0QGH40qi8iwt6HI1WXSroXbwoMvfcTDb5W0SdqNHBHKNdkpvPQf5/D0LQv4wuyJStqJiIiIV0VNA9977n0u+93GNkm7KWOjePSGTB68fA4hputrhBh4YPFclckUEekhY8xFxph/GWP2G2OOG2OKjTF/Nsac5aNvjDHmp8aYD40xdcaYSmPMS8aYRb2895eNMa8bY44aY6qNMXnGmGV9/6lkMHs6/0SZzMvnJxEepnGDocZJ3i0gMcapvFTb0MwNawrI66Y8urWWu1/YySsfHPK23XPxLL4we2K/xisiA5dW3InIsLcyt7DbpJ0vU8ZGsXTBFL56ZjKxI7VBsIiIiLTV7LY8U7CP/37pQ47UNnrbI8JCuO28dG4+ZyqRI0IBSIqLYlVuIXk+SnZnp8Vze6uS3SIi0jVjzIPAd4HDwPOAC0gHLgUuN8Zcb619wtM3DngbOBXYCfwBiPb0fcUYs8Jau9qPe98G/MZz7yeABuAKYI0xZo619s7A/JQymBw6VserH55IylypMplDVvq4aM+ed5spr2pZeVfAozdksmDqWHaXVbGhyEV1XRPRkWHkpCfw0o6DPJ2/13uNr507lWULU4P3Q4hI0ClxJyLD2u6yKp972nXnJ1+ZzTVZKYR0Nz1eREREhqX39h3hhy/s4L39R9u0XzBzPD+6+FSS46PatOekJ5CTnuBzMEd72omI9JwxZgJwJ1AGzLXWHmp17DzgVeA+nKQawD04Sbv1wBJrbZOn738BW4DfGGNestae2Jys83unAr8AKoAzrbWlnvb7gALg28aY56y1m/r8g8qg0PK5nvvBIZo9M4az0uKZlhgd5MikP6WPi2bdLQu4+qHNHKqq53ijs+ddWsIoPjxY1eW5Xzl9Ev/5+VNOUqQiMlApcSciw9qGIlevzmtsditpJyIiIh1U1jTw8399xNP5e7GtVvQnx4/knotndbufzfTxMUrUiYj0zRScrWHyWiftAKy1rxljqoDEVs2XeV5/2JK08/Q9ZIz5FfBr4EacZF93bgQigAdbknaea1UaY34GrAb+DVDibojbUORiZW6hz4nCrqp6NhS5tJJ+iJuWGM3TrZJ39U3ubpN26YnR/PcVp2m8SUS0x52IDD91jc28VVjOT/++i9++WtSra1S32uNORERExO22rMvfy/m/fJ2n8k4k7cLDQviPCzJ4+Zvndpu0ExGRgCjEKU+ZZYxpkxkxxpwDxACvtGqe4Hkt9nGtlrae7nV3vuf1nz6O/aNdHxmininYy9LVeZ1W9yl21bB0dR5/Ktjn87gMHdMSo/nO52f0uP/H5dUUlPpfFUpEhh6tuBORIc9aS7Grhjd3l/PG7nI2Fx+mrtHdp2tGR+rXp4iIiDi27z/K3S/s4N19R9q0nzcjkXsumcWUsaOCFJmIyPBjra0wxvwn8CtglzHmeZz95qYBlwAvA19rdYoLmAikAbvaXW6q57WnI+8t/Xb7iOtTY0wNkGSMibLW1nZ1IWPM1k4OqYbeALahyMVd67fjtl33c1v43vr3mRw3Uivvhrg/b+22yq6XBVblFurvhIgocSciQ1NVXSMbPz7MG7vLeXN3Ofsrjwf0+nqIEhERkaO1jfziXx/xRN6eNmUxk+JG8qOLZ3FO0LdAAAAgAElEQVTBzHEYo1JHIiInm7X2f4wxpcAfgZtbHSoC1rQrofl3YAVwrzHmKmttM4AxJhH4pqdPXA9vHet5PdrJ8aPAKE+/LhN3MjitzC3sNmnXwm2VpBnqdpdVdbrysjN5JRXsLqtS6XSRYU6JOxEZEtxuy65Pj/GGZ1Xdtj2VNHXxtDw1YRTnTE/k3OmJ/Pa1IrbuqezxvbLT4vUAJSIiMoy53ZZnt+3ngX98SEVNg7c9PDSEfzt3Kv/+2XRGhocGMUIRkeHNGPNd4GfAKuC3wEGclWr3A08aY0631n7X0/2HwOeBK4B3jTG5OMm1S4EDQArQt5ItvWCtPcNXu2cl3vyTHI70gJI00t6GIlevz9PfCZHhTYk7ERm0XNX1vFVYzpu7Xby5u5zDrQbO2ouOCGPhtLHeZF1yfJT3WHhYCEtX5/VoVlyIgdsXZQQifBERERmEdn5ylLuf38G2vW3LYp47PZF7L5lFaoLKYoqIBJMx5rPAg8BfrLXfanVomzHmMpwylt82xvzBWlvsKWGZCdwNfBn4Ok75zGeAlTh75rVeodeVo0ACzoq6wz6Od7ciTwYxJWmkveq6ppN6nogMHUrciUi/2l1WxYYiF9V1TURHhpGTntDrB9LGZjfb9lTyZqGzqm7HgWNd9p89eTTnZDiJuvlT4hgRGuKzX056AvcvntNtHfoQAw8snqsyFiIiIsPQ0eON/OpfH/H45j1tnhcmjxnJDy8+lQtPHa+ymCIiA8OXPa+vtT9gra01xuQDlwHzgGJPexlwm+fLyxhzvufbgh7e+yOcxN10YFO7a03EWcm3v7v97WRwUpJG2ouO7N3Qe2/PE5GhQ78FRKRfbChysTK30GeZiKy0eO5YlNGjBNi+ilonUfdRORs/Pkx1fecPtGNHhXN2RgLnzkjkM+mJJMZE9DjeJZkpJMVFsSq3kDwfMWenxXN7D2MWERGRocNay3PbDvDAPz7AVX1idf+IUMMt50zl1vPSiQrXf6tERAaQlv8IJnZyvKW985ItJ1zveX2qh/d+FcgBvkC7xB3wxVZ9ZAhSkkba6+0YksaeRCQgnwzGmVq6wvM1CzDAB8AjwEPW2k5rgXvO/RdwgadphLXWr6kmxphlwK3AqUAz8A7wC2vt3zrpHwrcDtwAZADHgc3AT6y1G/25t4h09EzB3i5Xr+WXVLB0dR4PLJ7LlZnJbY4db2hmc8lh3vionDcLyykur+n0PqEhhjNS4jh3RiLnZCQya9JoQkJ6P9M9Jz2BnPSEgK4SFBERkcHrg0+P8cMXdlBQ2nYv3LMzErj3kllMTYwOUmQiItKFt3BWzt1ijPl/1toDLQeMMV/ESazVARs9bSFAlLW2uvVFjDFLcRJ3G4Hn2x1LwFlZ57LWtq6P+CjwXeA2Y8yj1tpST/844L88ff4QoJ9TBhglaaS96eNjyEqL92vvw+y0eI1BiUjAVtw9AVyDU/P7aaAW+Bzwe2AhJ2Yo+XIbcB7OQ1Okvzc2xvwC+DawH3gYCAeuAl40xnzDWvvbdv0NsA5n0+GPcDYpjgeWAG8aYy631r7gbxwi4thQ5Oq25CSA28L31r/PpDGRjBsd6U3U5ZVU0NDU+b7fk8eM9O5TtzB9LKMjRwT4J3AerPSQJCL9pTcTnowxXwbuxCnpFArsBH5nrV3rx31TgZIuujxjrb2qk3P9miQlMtgdq2vk1y/v5rFNe2hu9VAzMTaSH375VL4we4LKYoqIDFzPAq/gTBD/wBjzF+AgMBOnjKYBvmetbdmDLgooM8a8DHwMuHGSe2fhPKN91cfz2W3Aj4B7gXtaGq21JcaY7wCrgC3GmGdwVvZdASQBv7TWtl+JJ0OEkjTiyx2LMli6Oq/bcTJwtmi5fVFG/wclIgNenxN3no19r8EZCMpqmWlkjAkHngOWGmOet9au93HuDJwNg3+Bk2yb4ue9F+Ik7T4GMq21lZ72nwNbgV8YY/7WMsPJ4yqcB6aNwCJrbZ3nnD8AbwMPG2NetdZW+ROLiDhW5hb26GEEnOTdjWu20NDceaIuIiyEBVPHcu70RM6Znsi0xFEaKBORwc6vCU/GmNuA3wCHPee2DP6sMcbMsdbe6ef936PdrHGPHb46+ztJSmQws9by/LsH+OnfP8RVXe9tDwsxrDh7Kt84P51RESpnJSIykFlr3caYL+FMOroKZz+7KKAC+D9glbX2X61OqceZ4P0ZnGcygELg+8D/+LsfnbX2N8aYUpxJV9cDIcAu4Af+TLqSwemORRlc90gePRkWUZJmeMhJT+D+xXO6neQeYuCBxXO1AlNEgMCsuLvM8/rL1uUBrLUNxpi7cWYz3Qa0SdwZY8KAx3E2Av4RzsOUv/7N8/rTlqSd596lxpj/Be7GKYf5o1bn/Lvn9QctSTvPOQWemVBLcQbDHu1FPCLD2u6yKr9mlgE+k3YZ46K9ibqstHgiR4QGKkQRkaDyd8KTZ5XcL3AGms5sVW7pPqAA+LYx5jk/Z26/a629p4fx9maSlMig9NHBKu5+YUeHZ5mF08Zy36WzSB+n2fAiIoOFtbYR+B/PV0/63uTn9e+h1Uo7H8dfBF7055oyNOSkJ3Dp6ZN4/t1PuuynJM3wsiQzhaS4KFblFpLnY9wsOy2e2xdl6O+DiHgFInE3wfNa7ONYS9vZxphwa23rjX9/gFPu6SxrbX0vV9Cc73n9p49j/8BJ3J2PJ3FnjInEmclei1Pz3Nc5Sz3ndJu4M8Zs7eTQKd2dKzIUbShydd/Jh4iwEBbNHMc5GU6ybtKYkQGOTERkwPB3wtONQATwYOvkmLW20hjzM2A1zkSm/iq51JtJUiKDSlVdIytfKeTRjaVtymKOHx3B3V8+lYvmTNRqfxEREekRay3bDxztso+SNMNTTnoCOekJ7C6rYkORi+q6JqIjw8hJT1C5VBHpIBCJu5ZBpzQfx6a2us9U4EMAY0wmTsmBB6y1W3pzU2PMKGAyUG2t/dRHl0LP6/RWbdNw9oUpttY29fAcEelGbUMT2/Yc4aWdB3t1/tfPncYdn9M/OxEZFvyd8NTdJCVa9empScaYrwFjccpvbrLWvt9JX78mSYkMJtZa/vreJ/z07x9wqKptWcybPpPGNxZlEK2ymCIiIuKHt4tcfFxeA0B0RBiP35TFu/uOKEkjXtPHx+jvgIh0KxD/E/07cDXwLWPMOmttBYAxZgTOJr0t4jztI3FKZO4E7uvDfWM9r51NY2lpH9PHczplrT3DV7tnJd78nlxDZDA6UttAQWkl+SWHyS+tZOeBozT1dGM7H0ZHjQhgdCIiA5q/E55meNp2t+9srf3UGFMDJBljovzYf+VznNi/BQBjzOvAMmvt3lZtvZkk1SVVK5CBorDMKYu5ubhtqaIFU+P58aWzydBgioiIiPTCmg2l3u+vOCOJeSlxzEuJC15AIiIyKAUicbcOp7zk54FdxpgXgDrgAmAisBdIAVo2svpvnMGoTE8dcREZ4D49epz8kgrySyooKK1gd1l1QK+v8hAiMoz4NeGJnk06GuXp113irhb4MfA8J1b3zcXZn+U8INcYc7q1tsaPe0MPJzyJDATV9U2syi3kj2+XtJl0NC4mgu9fNJNLTpukspgiIiLSK6WuGl796JD3/bKFqcELRkREBrU+J+6stc3GmIuBbwHXActwEnevA5cDz3q6HjLGnAvcCtxjrX2vj7duGSyK7eR4S/uRPp4jMqxYayl21VBQUkF+qZOs2195vNvzZoyPITMtjk0fH/aWheiJ7LR4lQgQkeHE3wlPAWOtPQT8sF3zm8aYC4G3gWxgBbAy0PduFYOqFUhQWGv5+/ZP+cnfPuDgsTpve2iI4YaFqdxxQQYxkaoAICIiIr332KY9WM+8oPNmJJKWMCq4AYmIyKAVkE0bPCvnHvR8eRljIoEMwGWtLTHGXAoY4F5jzL0drwRAo2eW6zxr7btd3LPGGHMAmGyMmeijhFOG57V1aamPgWZgqjEmzMc+d77OERnSmt2WDz495l1NV1Bagau6octzwkIMsyfHkpUWT1ZqPGemxjEmKhyADUUulq7OoyeVM0MM3L4oo/uOIiJDhD8TnjyvR4EEnMlFh31csrtVcT2JqckY8whO4u4cTiTuNOFJhoSiQ9X86K872FDU9p9QVppTFnPGBE0gEhERkb6prm/iz1v2ed8vz/FVGV9ERKRn+nu39auAcOBpz/sdwOpO+i4BooE/Ahbfg1PtvYoza/0LwKPtjn2xVR8ArLV1xpiNwNmer9e6O0dkqKlvaub9/Ue9pS+37amkqr59DrutyBEhzE+JIzM1nqy0eOaljCEq3Pevj5z0BO5fPIe71m/vMnkXYuCBxXNVJlNEhp2eTnjyNH+Ek7ibDmxq138iTpnM/X7sb9eZcs+rd1pwLydJiQwYtQ1NrMotYvXbxTQ2n3goSYiO4PsXncJXTp+sspgiIiISEOu37feOrUxNHMXZGusQEZE+CEjizhgz2lp7rF3b6cDPgUrgAQBr7SvAK51c4wKcxN3X2q+E8wxMxQKfWmtbzyj/A07i7vvGmOettZWe/qk4JTnr6ZjQ+z1O0u4nxphF1to6zzmZOMnDcuA5f35+kYGsur6JrXsqndKXJRW8u/8IDU1dV2AbHRlGVlo8manxZKbFM3tSLOFhIT2+55LMFJLioliVW0heSUWH49lp8dy+KENJOxGRttpPeAJnMlEOziSlTe36B3LC0QLPa3G7dr8mSYkMBNZa/rnjID/+2y4+OXqiLGaIcfaa+ebnpjNaZTFFREQkQNxuy5qNpd73yxemEhKiyUEiItJ7gVpx97Ix5jjOiroqYCZwEXAcuNha+0kfr38/TimpG4A1LY3W2o3GmF/hlJt63xjzLM6A1xIgHviGtba03bXWAYuBK4B3jDEvAmM954QCN7dPQooMJoer6ykorSC/pJKC0gp2fnK027KV40dHkJkaT3aak6ibPi6mzw+ZOekJ5KQnsLusig1FLqrrmoiODCMnPUF72onIsNbTCU8ejwLfBW4zxjza8lxjjIkD/svT5w/trhWLs1/e0dar5Iwx84F3rbXudv0XAd/0vH2iXbi9mSQlEjTF5dX86K87eavQ1ab9zClx3HfpbE6dNDpIkYmIiMhQ9VaRi+LyGgCiI8JYPD8pyBGJiMhgF6jE3bM4s8SvA0YCB4CHgPuttfsDdA+frLXfNsZsxxk8ugVwA9uAn1tr/+ajvzXGXA1sBG4EvoGzt8ybwE+stRv7M16RQNtfWevdny6/pIKPPQ+LXUlLGEVmapwnWTeW5PiR/VYqavr4GCXqRETa6vGEJ88ewd8BVgFbjDHPAA04E5CSgF9aa9uvxLsMJ5m2Fljeqv1XQIanbHjL89lc4HzP93e3fw7q5SQpkZOutqGJ/32tiIfebF8WM5y7vjiTxfNVFlNERET6x5oNJd7vv3pmEtER/b0zkYiIDHUB+SSx1v4cZ5Z4X66R2sWx5bQdeGp/fA2tVuL14F5NwK89XyIB11+rzKy1FB2qJt+TpCsoqWhTAsoXY2DmhNGtSl/GMS4mss+xiIhIr/k14cla+xtjTClwJ3A9EALsAn5grV3rx30fx0nqZeKUuRwBlAF/An5rrX3L10n+TpISOZmstby0s4wf/20XB44c97aHGFi6YArfunAGsSNVFlNERET6R4mrhtc+craLNgaWnZUa3IBERGRI0BQQkQDaUORiZW4h+T72dctKi+cOP/d1a2p2s/OTY97VdAWlFVTWNnZ5zohQw9ykMWSlxZOVGs/8KXEasBIRGUB6M+HJWvsi8GIP+67Bx4Qma+1qYLU/9+3umjL8DKQS2KWuGu55cSevewbLWsxPGcN9l85m9uTYoMQlIiIiw8djm0q93583YxypCaOCFouIiAwdStyJBMgzBXu5a/32TveTyy+pYOnqPB5YPJcrM5N99qlrbOadvUcoKHWSdFv3VFLb0NzlfaPCQzljilP2MistntOTxxA5IrSvP46IiIiIV6AnJ/XF8YZmfv96EX94o5iG5hNbNsaPCud7XzyFK+Yn9XmvXhEREZHuVNc38ectJwpmLF+YGrxgRERkSFHiTiQANhS5ukzatXBb+N7695kcN5Kc9ASOHm9k255K8jyr6d7ff6TNviy+xEWN8CbpMlPjmTVpNGGhIQH8aUREREROCMTkpO70dCXfy7vKuPfFneyvPFEW0xi4NjuFOy+cwZio8F7dX0RERMRfz23dT3V9EwDTEkdxdsbJmcQkIiJDnxJ3IgGwMrew26RdC7eFb/3pXeJHRfDhwWPYbs6bFBvpJOk8pS+nJUZrFrmIiIicFL2dnOTP9Xuykm/v4VrufXEnuR8eatPntOQx/OTS2cxJUllMEREROXncbsvajaXe98sXpmKMxmpERCQwlLgT6aPdZVU+B5u6UnasnrJj9T6PTUscRVbaWLLSnPKXSXFRgQhTRERExG/+Tk5alVvY48RdT1byXfdIHhfMHM8bheU0NJ0oixkXNYL//MIpXHlmsiY0iYiIyEn3ZmE5xa4aAGIiwlg8PynIEYmIyFCixJ1IH20ocvX63BADsybFtip9GcfY6IgARiciIiLSO72ZnJRXUsHusiqfZS5b6+lKPgu8/EGZ970xcHVWCt+5cAZxo1QWU0RERIJjTavVdldmJjMqQkOsIiISOPpUEemj6rqmXp13+fzJ3HvpbKL1cCciIiIDUG8nJ13++42cMiGGpLgokuNGkhQfRVLcSJLjopgYG0lYaIhfK/lazE2K5ceXzua05DG9iktEREQkEIrLq3n9o3LAmVR0/VlTghyRiIgMNcoYiPRRdGTv/hnNnhyrpJ2IiIgMWL2dnFRV10RBaSUFpZUdjoWGGBKiwzstGd6VBy+fy8yJo3sVk4iIiEigPLZpj/f782eMY8rYUUGMRkREhqKQYAcgMtj1dB+XQJ0nIiIicjL0dnJSV5rdtldJO4DNxYcDHI2IiIiIf6rqGnl2637v++U5qcELRkREhiwt9xHpo+njYzhjShxb93ScVd6Z7LT4bvd+EREREQmm3k4yWntDJmGhIeyrqGV/5XH2Vdayr6KWfZXHKa/qXdIOer8CUERERCRQntu6n+p655kkfVw0n9GkbBER6QdK3In00fGGZuoam3vcP8TA7Ysy+jEiERERkb57f/9Rv8/JTovn3BnjOj1e19jMb3IL+d/XP/b72v2xAlBERESkp9xuy9pWZTKXLUzFGBPEiEREZKhSqUyRPqhrbOaWx7ew85NjPeofYuCBxXNVJlNEREQGtMc3lXLnn9/z65yeTE6KHBHKpfMm9yomPT+JiIhIML1RWE6JqwaAmMgwFvfymUZERKQ7StyJ9FJ9UzP/9sRW3ip0eduWZCaTnRbvs392WjyP35TNlZnJJytEEREREb/9/vWPufuFnd73E2Mj6W4uuT+Tk6aPjyGrk+elzqjMuIiIiATbmg2l3u+XnJnMqAhVAxARkf6hTxiRXmhocvP1J7bx+kfl3rZvf2463/DMMt9dVsWGIhfVdU1ER4aRk56gwSYREREZ0Ky1/PJfu/nta0XettOTx7D2hix2fHKUVbmF5JVUdDgvOy2e2xdl+LUi7o5FGSxdnYfbdt9XZcZFREQk2D4ur+aN3c4YkDFw/VmpwQ1IRESGNCXuRPzU2Ozmtqe2kfvhIW/b7YsyvEk7cGaSK1EnIiIig4Xbbbnvb7tYs7HU23bW1LE8vOxMoiOcSUg56QkBm5yUk57A/YvncNf67V0m71RmXERERAaCx1o9Iy06ZTwpY6OCF4yIiAx5StyJ+KGp2c0d697hX7vKvG1f/+w0vnmBZoGLiIjI4NTstty1/n3+tGW/t+38U8bxu2vnEzkitE3fQE5OWpKZQlJcVEBX8omIiIgEWlVdI89uPfGcdENOavCCERGRYUGJO5Eeamp2880/vcf/bT/obfvaOVP5zudnYEx3O7+IiIiIDDwNTW6++ad3+fv7n3rbLpozkV8vOZ3wsP7fDjvQK/lEREREAu3ZrfupaWgGIGNcNAunjQ1yRCIiMtQpcSfSA81uy51/fo8X3/vE23ZjThrf++IpStqJiIjIoFTX2MzXn9zGq63Kf3/1jCQeuHwuoSEn9/lGZcZFRERkIHK7LWtblclctjBV40AiItLvlLgT6Ybbbfnus+/z/LsnknbLzprC3V+eqYc1ERERGZRq6ptYsXYLm4oPe9uWL0zlh18+lZCTnLQTERERGaje2F1O6eFaAGIiw1g8f3KQIxIRkeFAiTuRLrjdlrvWb+e5bSdqmV+bncI9l8xS0k5EREQGpaO1jSxfk887e4942249bxp3Xqjy3yIiIiKtPdpqtd1VmclEhWsoVURE+p8+bUQ6Ya3lBy/s4Jkt+7xtV2Um8+NLZ2tQS0RERAYlV3U916/OZ9enx7xt3/3CDL7+2fQgRiUiIiIy8BQdqubN3eUAGAPXn5Ua3IBERGTYUOJOxAdrLT/6606eytvrbbvijCR+dtkclY8SERGRAW93WRUbilxU1zURHRlGTnoCMZFhXPdIHh+X13j73XfpLA1CiYiIiPjw2KZS7/cXzBxPcnxU0GIREZHhRYk7GdZ8DWpljIvmvr/t4rFNe7z9Lps3mQcvn6uknYiIiAxoG4pcrMwtJL+kosOx8LAQGprcAIQYePDyuXz1zOSTHaKIiIjIgHesrpFnt57YNuWGhanBC0ZERIYdJe5kWOpqUGvC6EgOHqvzvr/4tEn84qunEaqknYiIiAxgzxTs5a7123Fb38dbknahxvCba+bxpTkTT2J0IiIiIoPHs1v2U9vQDMD08dGcNW1skCMSEZHhRIk7GXa6G9RqnbS7aM5Efn2lknYiIiIysG0ocnX5fNOa21piR47o/6BEREREBiG327J2U6n3/fKFaRijcSERETl5QoIdgMjJ5M+gFsCVmUmEheqfiYiIiAxsK3MLe/x8Y4FVuYX9Go+IiIjIYPX67kPsOVwLQOzIEXxl3qQgRyQiIsONMhIyrPgzqAXwu9c+7r9gRERERAJgd1mVz/LfXckrqWB3WVU/RSQiIiIyeD26odT7/ZLMZKLCVbBMREROLiXuZNjQoJaIiIgMRRuKXCf1PBEREZGhquhQFW8VOs9IIQaWLpgS5IhERGQ40pQRGTb6Mqg1fXxMgKMRERERCYzquqaTep6IiIjIULK7rIoNRS6q65p4o7Dc237BzPEkx0cFMTIRERmulLiTYUODWiIiIjIURUf27pG+t+eJiIiIDAUbilyszC3stDrTmalxJzkiERERh/63LsOGBrVERERkKMpJTzip54mIiIgMds8U7OWu9dtx28773P9/HzJmZDhXZiafvMBERETQHncyTNQ3NVNcXtOrczWoJSIiIgPZ9PExZKXF+3VOdlq8SoGLiIjIsLShyNVt0g7AAt9b/772BRYRkZNOiTsZ8rbuqeCiVW/z+OY9fp+rQS0REREZDO5YlEGI6VnfEAO3L8ro34BERESCzBhzkTHmX8aY/caY48aYYmPMn40xZ/noG2GMudUYk2+McRljqo0xHxhjVhljpvh534BdS/rHytzCbpN2LdwWVuUW9m9AIiIi7ShxJ0NWVV0jdz+/gyv+sImiQ9V+n69BLRERERksctITuO289G77hRh4YPFcVRQQEZEhzRjzIPA3YD7wT2AlsA24FNhgjLmuVd8wIBf4LRADPA38ATgEfAN4zxhzag/vG7BrSf/YXVbV6Z52nckrqWB3WVU/RSQiItKRNu+SIenlXWXc/fwODh6r87aNCg/lO5+fQcSIEL7/lx1dzq7SoJaIiIgMNpW1jV0ez06L5/ZFGXq+ERH5/+zdeXxU1f3/8dcnCSHsEoKIIggE3CoubNa4UGm1bm1BFG3VVqu1rVt/1lbt11rtptRq3VqXasVWK7ggaqm2ilJbtCzuawGBIhSBAJKwBEjy+f1xb5KbYZLMJJPMTPJ+Ph7zuHPvPeeeM9jHI7fnc87nSLtmZnsAVwBrgBHuvjZy73PAi8BPgYfCyxOAEoKA23HuXh0pfz1wbfi88xJoPpXPklbQ3LSXc5eUKiOTiIi0GQXupF1ZW17B9U+/z6x3Vte7/rl9+/LzCQex125dABhY2I3bZy9mXpxZVhrUEhERkWxTsbOKmW+uqj3/1aQRbNleyeaKSroX5FFSXKTBJhER6SgGEWSYmhcN2gG4+0tmVg70jVweEh5nRQNtoacIgm19SUwqnyWtYHNFZZvWExERaQ4F7iQrLFpTztwlpQ0OPrk7jy78mF/M+oCyyMtUn275/ORLB3LKiP6Y1W38UlJcRElxUZPPFREREckGz737CeXhO9DAwq5MOmwAOYlueiciItK+LAZ2AGPMrMjda5dYmdnRBCksZ0bKvxceTzCz22ICbieHxxcSbDuVz5JW0L2geUOhza0nIiLSHPqrIxlt7pJSbpu9OG7+8TGDC7ls/DD23K0LV894m38vrV9m0sgB/N+J+9O7W36Dzx/er4cCdSIi0uYsmE1yfvg5EDDgA+A+4N44M7Qxs5MJUisdCuQSDAz9zt0fTKLdYcBE4HhgGNAP2Aj8G7jV3V+KU+cbwAONPPY77n53on2Q1jF9wce13yeP3ltBOxER6bDcfYOZXQncArxvZjOB9cBQ4EvA88CFkSqzgBkE70jvmNkLBIG/kcCRwB3AbxNsPmXPMrPXGri1X4J9kTiam11JWZlERKQtKXAnGWv6ghVcPeOdBveim79sA2fdN4/cHKMyUmhgYVd+OeEgjhymlyoREclYDwFfBdYCjwBbgS8AdwFHAOdEC5vZxQQDPevDujuAScBUMzvI3a9IsN2fAZOB94G/AhuAfQkGsb5kZpe5++0N1H0KeDPO9YUJti2t5L/rt/Dq0vVAsE/vqYcNSHOPRERE0svdbzWz5cAfgAsit5YAU6MpNN3dzdqTWDUAACAASURBVGwS8BPgGuCASPnZwJ/dPaE8ial8lrSO4f16MGZwYdwJ4g0ZO7hQk75FRKRNKXAnGWnuktJGg3Y1HGqDdrk5xvlHDeZ744fTJT+39TspIiLSDGY2gSBotwwYU5O+yczygSeAs81sprvPCK/vA/yaIMg2yt2Xh9d/CiwAvm9mT7j7qwk0/xwwxd3fiOnTMQSzz28ys8fcfXWcujPdfWqSP1fawGMLV9Z+H7fv7uzRqyCNvREREUk/M/sh8EvgduBO4BOClWo3AA+b2SHu/sOwbAHwR+AE4CKCyUpbgZKw/stmdpq7P5VAuyl7lruPbKCN14DDmqqfTpm+Lcll44dx9v3zmhxzgmBS1KXjh7V+p0RERCJyUvEQC1xgZvPMbLOZbTGzhWb2bTPLiSl7kJndZ2ZvmNk6M9tuZh+b2QtmNtGiG5E13e4cM/MmPvfH1LmuifJfTMW/ibTMbbMXJ/QCVaNrfi5PXVTC1Sfsr6CdiIhkugnh8ebonivuvgP4cXh6caT8eUBn4M6aoF1YfiPBgBTAtxNp2N2nxgbtwuv/AOYA+QQr/iRLVFZV89hrdWkyTx+1dxp7IyIikn5mNg6YAjzt7pe7+1J33+rurxO8h60imPg0JKxyFXAa8H/ufo+7f+LuZe7+LEGGg07AbQk2n8pnZZ25S0o5/Z5XOe43L3P9M+9z8/OLuP6Z9znuNy9z+j2vMndJadMPaQMlxUV8/wvDmyyXY3DjxBFKkykiIm0uVSvukkn3NBL4CsFeKq8Am4A9gFMIZpn/KaZ8Y6YSDDLFcwlQCDzbwP0HgeVxri9JsG1pJYvWlCeVsgBg644q8vNSEocWERFpbXuEx6Vx7tVcO8rM8sNg3rHhtefilK95zzk2zr1k7QyPDaVvOsTMvgcUEAx4veTuKxsoK23k5cXrWFO2HYCi7vmM33/3NPdIREQk7U4Oj7vs3evuW81sPkEA71CCd6/Gyr9lZhuBQWbWx93Xt6DtZJ+VVRLZ7uTs++dx48QRnD46/RONlq/f2uj9sYMLuXT8MAXtREQkLVocuEs23RPwSLw0S2bWkyCYd7aZ3enu85tqu6F0TWa2L0E+8TUEaQnimeruc5pqQ9pec2dgzV1SmlGpF0RERBpQ84ducJx7NTO/88LvHxLsQQewKLawu682sy3AADPr6u6Nj0A0wMwGAeMJJl+93ECxy2LOq8zsPuB77l6RYDuvNXBrv4Q6KruYvqButd3EwwbQKVcTmUREpMPrHB77NnC/5vqOpsqbWWegR0z5ZrXdjGdljUS3O6l2uGrG2+zVu0taA2Ifb9jKk2+sqj2/5fSD2bRtZ8am9hQRkY4nFf/PPql0T+6+Pd5D3L0M+Ft42tLk0d8Kjw+4+85GS0rG2VzRvH2am1tPRESkjc0Kj5ebWWHNRTPrBFwfKdc7PPYKj5saeN6mmHJJCQeRHiYYaLouTMEZtYwgk8G+QDdgT+B0gswFFwJ/aE670nLryrcz+4O1tedKkykiIgLAP8Pjt8xsr+gNMzuBYL+5CoIsUNHyPwrfi6KuI5hQtcDdyyPP6WVm+5lZ/wbaTvhZ7UEy251UO9w+e3HrdqgJd/3jIyrDDh8+pJCJhw3g3JLBXDJ+GOeWDFbQTkRE0i4VqTKTTfcUl5l1pS7N0zvN7Uz4YnQO4MDvGyl6pJmNAnIJBp5mRwOPkj7dC5r3P8vm1hMREWlj04CzgeOB983sKYLBo88D/YEVwECgurU7Yma5BGnKS4DpwK9jy4T73/0jcmkr8JiZ/Rt4CzjTzKa4+1tNtefuIxvox2vAYcn/go7tyTdW1g46jRrUm+Ldu6e5RyIiIhnhceAFgnerD8zsSeATYH+CVJYGXBVJVfkLgu1bxgMfmtlzwDaC96Mx4ffYzAMTgAcItmH5RuR6c56V1Zqz3cm8ZRtYtKY8LQGy/326jccW1mUsuPTYlq4dEBERSb1URDqSTfcEgJkVA2cRBM76AScRzOC+wd3fbkF/JgJFwPPuHi+YWONnMefbzewm4Fp3T2iekNI9tY7mpktQ3nEREckG7l5lZqcAlxO8C32dIHA3BziVYLAJgr2DIVhRV0Swoi7eXihNrciLKwzaPQScBjwKnJXoO1D4Oz42s78CXwOOJgjiSRtx93ppMjNhrxgREZFM4O7VZnYicBFwBkGQrSuwAfgrcLu7/z1SfpWZHQZcSTA2dS5BhqrVwFRgirt/SAJS+axskW3bndzzj4/YWRW88o4c1JvPDu3T5n0QERFpSioCd7OAMwnSPU1z9w3QaLqnGsUE+9DV2AH8ALi5hf2pSZN5bwP33wLOIxgcWw3sDhwH/By4hiCQ+KMW9kFaYHi/HowZXJjUjK2xgwuVykBERLJGmMp7SvipZWYFBCnDS919WXj5PwSBu+HAqzHl+xOkr1yZzP524XvawwRBuz8D57h7VTN+yrrw2K0ZdaUFXl+xkY/WbQGgW34uJx0Um6lLRESk4wrftW4NP4mUXwdcEX4SKT+VIBDX4mdlu2za7mRtWQWPRCY+XTp+GGbW5v0QERFpSir2uJtGsDfdUIJ0T/eY2W3Am8BRBOmeICbdk7s/5+4G5BME8X4B/BJ42szym9MRMxsGjAPWAE/FK+PuT7r7A+6+zN0r3H2Fu98HnAjsBK4ws4SWbrn7yHgfIisLpXkuGz+MnATfnXIseNkSERFpB84geDd6JHLtxfD4xTjlT4gp06TwPesxgqDdH4Gzmxm0AxgbHhvLciCtYNr8ukGnUw7ek26dlTJcRERE2l42bXdy78tL2VEZDE8ePKAXRw9T5iYREclMLQ7chQM9pwBXEcy6/nr4WQwcAdRsuLu2gfo73f0jd/8pcC1BvvFLm9mdmtV2D4SzqxLm7q8D84FOwGeb2b6kSElxEb+c8Jkmy+UY3DhxhNJkiohIVjGznnGuHQLcBGwEbozcegDYDlxsZvtEyvemLkvA3THP6mVm+4Ur8qLXOwNPAl8G7gfOdfdG99IL9wSOvZZjZlcTvDOVAs819gxJrc3bK5n1zurac6XJFBERkXTJlu1OSjdv5+F5K2rPLzlWq+1ERCRzpWR6S5LpnhrzLHADwaq5XyfTh3D2+NcBB36fTN0IpXvKIPv379Xo/bGDC7l0/DAF7UREJBs9b2bbgHcJJjntT7APyjbgFHf/X01Bd19mZj8AbgcWmtl0ghTjk4ABwM3u/mrM8ycQBPweBL4RuX43QZaBUmAVcG2cAYs57j4ncr7AzN4lSDe+imBPvRLgM8BW4GvuXtaMfwNppr+89T+27ggWSQ7bvTuH7r1bmnskIiIiHVW2bHdy3z+XsW1n8P50QP+ejN9/9zZtX0REJBmtvS49XrqnxuwVHpuT6HoC0Bd43t2TTtcU7vVyWHiqdE8ZYFok7/gXDujHEUP7sLmiku4FeZQUF2lPOxERyWaPE7wnnQV0IQiI3Qvc4O4rYwu7+x1mtpxgr5RzCLImvA9c4+4PJtHu4PBYRJDpoCFzIt9/DYwBjgUKCdKfrwB+C9zSnPcuaZnpC+vekSaP3luzxUVERCStLhs/jLPvn0e1N102HdudbNyygz+9urz2/JJji/X+JCIiGS0lgTsz6xk707qhdE9mNsrdF8Z5Rt9IuVkx94oIBphK3b20gW7UpMm8p5F+9gD2dPf/xFzPB34DDCTYn26X/knb2rK9kqffXFV7/q2jhzB6n8I09khERCR13P0mgvekZOo8AzyTYNmpwNQ418cl02ZY5wfJ1pHWs3hNOW+s+BSATrnGhEP3aqKGiIiISOsqKS7ihokHcfWMd5oM3n3nmKFtnjnpgbnL2BJmKxjerzvHH7hHm7YvIiKSrFStuEs43RNwn5n1IdhPbgVQBexDkLapCzAT+EPM8y8GfgJcD1wX27iZFQOfA9YATzfSzz7AB2a2EPgAWE2wSu9zBDPQS4Ezm9rrRVrfrHdW175UDenbjVGDeqe5RyIiIiLpNz0mI0Gf7p3T2BsRERGRwOTRAxnQuyu3z17MvEbSZj733idcMn4YBZ1y26RfZRU7eeCV5bXnFx87jJwcrbYTEZHMlpOi5zwO9CBI93Q5MIIg3dMB7v6PmLK/BuYBhwIXAJcCRwAvEqSMmujuVUm2fwFgwAPhfnsN2QDcSZDi6fiwr5MJgo1TgAPd/c0k25ZW8GhkUOoMpYASERERYUdlNTPeqMtIcPqovdPYGxEREZH6SoqLmPatw8mLBMb+78T9+ON5Y+iaHwTqPlq3hdtmL26zPj04dznlFcGOPEP6duOkg/q3WdsiIiLNlZIVd8mke3L3h4CHknz+dcRZaRe5fyVwZQLPKSMIFEoGW7K2nIX/3QhAXo4x8bABae6RiIiISPq98MEaNmzZAcCevQo4aljfNPdIREREpL6KndVUhvkyO+flcMHRQwG4+oT9+PFT7wFw78tLOeEzezBiwG6t2pfN2yu5f+6y2vOLxhWTq9V2IiKSBVK14k4kZaIpoD6/fz+KlAJKREREpN470qSRAzTwJCIiIhln07a6RFg9u3Sq/f61sYM4fEghAFXVzg8ee5vtlckm3ErOn179L59uDfozsLArXz5kz1ZtT0REJFUUuJOMsqOymider0sBNXmMUkCJiIiI/O/Tbby8eF3t+WlKkykiIiIZqKwiErgrqEv0lZNjTDl1BF3Cve3+s6ac3764pNX6sXVHJff9c2nt+XfHDSUvV8OgIiKSHfQXSzJKNAVU/14FHK0UUCIiIiI8/tpKPMg6RUlxH/Yu7JreDomIiIjEURZZcdcrsuIOYFCfbvzg+H1rz3835yPeXbWpVfrx53krWB+OL+21WxdtwyIiIllFgTvJKNMiKaBOG7W3UkCJiIhIh1dd7Ty6sO4dafLogWnsjYiIiEjDGkqVWeMbR+zD6H16A1BZ7fzg8bfZUVmd0j5U7Kzi3pfrVtt9e9xQ8vM0BCoiItlDf7UkY6zcuJV/himgzOC0kZoNJSIiIvLq0vWs3LgNCGauH3dAvzT3SERERCS++qkydw3c5eQYv5p0MJ3DQNoHq8u4a85HKe3Dows/Zm35dgD69eys8SUREck6CtxJxoimgDqyuEgpoERERESon5FgwqF7URDuDSMiIiKSacq2VdZ+j02VWWNwUTeuOK4uZeadLy3mw0/KUtL+9sqqeoHAC48eqncnERHJOgrcSUaoqnYeW7iy9nzy6L3T2BsRERGRzPDp1h387b1Pas9PH6V3JBEREclc9VNl5jVY7rwjB3PowN0A2Fnl/OCxt6msannKzCdeW8XqTRUAFHXP58wxSjEuIiLZR4E7yQj/WlLKqk+DFFC9u3biC0oBJSIiIsLMN1bV7vty0F69OGDPnmnukYiIiEjDyiKBu4ZW3AHk5hg3TRpRu/fcO6s2cU9kX7rm2FlVze/mLKk9v+CoIXTJ12o7ERHJPgrcSUaYvmBF7feJhw2gc55erERERKRjc3emRzISnK6MBCIiIpLhmtrjLqp49x587/PDas9ve2Exi9eUN7vtmW+sqt0XuHfXTpx1+KBmP0tERCSdFLiTtCvdvJ3n319Te640mSIiIiLw7qoyPlgd7PfSOS+HLx28Z5p7JCIiItK4+qkyGw/cAXzrqCGMGNALgB1V1fzg8bepqvak262squZ3kb3tzj9qCN06N5yqU0REJJMpcCdp9+Trq9hZFbyUHTZwN4b365HmHomIiIik3/SFdRkJTjqof6PppkREREQyQdm2ytrviby75OXmcNOkg+mUawC8+fGn3P+v5FNm/uXt1Swr3QJAz4I8zvmsVtuJiEj2UuBO0ipIAfVx7fkZo7VpsIiIiMi2HVU89eb/as+VJlNERESyQb0Vd02kyqyx7x49uOTYupSZN/99EUvXbU64zepq586X6va2O7dkMD0SbFtERCQTKXAnafX6io0sWRu8jHXLz+WkEf3T3CMRERGR9Hv23dWUVwQz1vfp05WxgwvT3CMRERGRptXb465L4qkqvzNuKAf07wnA9spqfphEysxn3/2kdmype+c8zisZnESPRUREMo8Cd5JW0+bXrbY75eA9lX9cREREBJi+oO4d6bRRe2NmaeyNiIiISGLKIivukknz3Sk3h5tOG0FeTvDOs/C/G3nwleVN1quudu54cXHt+TmfHUSvrlptJyIi2U2BO0mb8oqd/OXt1bXnk5UCSkRERITlpVuYt2wDADkGk0YOSHOPRERERJpWXe2Ub6/b4657kpOzD9yzF98dN7T2/Fd/+5D/rt/SaJ0XPljDh5+UA9A1P5fzjxqSVJsiIiKZSIE7SZtn3lrNtp1VAOzbrweH7L1bmnskIiIikn6PRvb//dy+u9OvZ0EaeyMiIiKSmPLtlXiY3bJ75zzycpMfdrz42GHs268HABU7g5SZ1Q2kzHR3bo+stjvr8EEUdstPvuMiIiIZRoE7SZvpC1bUfp88WimgRERERCqrqnn8tZW156crI4GIiIhkieamyYzKzwtSZuaGKTPnLdvAw/P+G7fsnP+s491VZQB0zsvh/KO0t52IiLQPCtxJWnywuoy3Vm4CID83hwmH7pXmHomIiIik3z8WrWNt+XYAirp35tj9dk9zj0REREQSsykSuOtRkFyazKgRA3bjwqPrUl7e8OyHfLxha70ysavtzhwzkN17KEuBiIi0D83/KyrSAtMX1KWAOu7AfvRWKgMRERGReu9Ip47ci07NSDElIiIikg5lFS1fcVfj0vHD+Pv7a1iydjNbd1Rx1Yy3ufbkA3jlo/VsrqhkbXkFb6z4FAgmhH/7mKFNPFFERCR7KHAnba5iZxVPvrGq9vyM0QPT2BsRERGRzLC2vILZH66tPT99lNJkioiISPaIpsrs2cLAXUGnXG6aNIJT73qFaoe5S9Zz/K3/jFv2qGFF7NFLq+1ERKT90BReaXN/e++T2vQJA3p34YihfdLcIxEREZH0m/H6KqqqHYDR+/RmaN/uae6RiIiISOLKtlXWfu9Z0LLAHcChA3tzZHFRk+Ve/HAtj0ayFoiIiGQ7Be6kzUVTQE0etTc54YbDIiIiIh2Vu9cbcNJqOxEREck2qUyVCTB3SSn/XFzaZDkHrprxNnOXNF1WREQkGyhwJ23qv+u38MpH6wHIMZg0akCaeyQiIiKSfgv/u5GlpVsA6N45j5NG9E9zj0RERESSs6leqsyW785z2+zFeIJlqx1un724xW2KiIhkAu1xJ23qsYUra7+P23d3+vfqksbeiIiIiKTPojXlzF1SyuaKSmZ/uKb2+ikH96drvl7TRUREJLvU2+OuhakyF60pZ/6yDUnVmbdsA4vWlDO8X48WtS0iIpJuGhGQNlNZVc1jrykFlIiIiHRsc5eUctvsxQ0ORu2/R8827pGIiIhIy5VV1O1x19JUmc1Nezl3SakCdyIikvUUuJM2849F61hTth2Aou75jN9/9zT3SERERKRtTV+wgqtnvEN1I3mffvL0exR0yuX00ZrkJCIiItmjfqrMlgXuNkeCgG1RT0REJJNojztpM9MW1K22O3XkADrl6n9+IiIi0nHMXVLaZNAOwIGrZrzd7JnmIiIiIulQP1Vmy9YKdG9m/ebWExERySSKnEibWFtWwYsfrq09n6w0mSIiItLB3DZ7cZNBuxrVDrfPXty6HRIRERFJoeiKu15dW7birqS4qE3riYiIZBIF7qRNPP76SqrCkaoxgwsZ0rd7mnskIiIi0nYWrSlvcE+7hsxbtoFFa8pbqUciIiIiqVVWEV1x17LA3fB+PRgzuDCpOmMHF2p/OxERaRcUuJNW5+48GkmTeYb2axEREZEOprlpL5UuU0RERLJF2ba6/eV6tXCPO4DLxg8jxxIrm2Nw6fhhLW5TREQkEyhwJ61u3rINLF+/FYAenfM44TP909wjERERkba1uaKy6UIprCciIiLSlnZUVrNtZxUAuTlG1/zcFj+zpLiIGyYe1GTwLsfgxokjlCZTRETaDe3YKq1uemS13ZcP3ZMuKXh5ExEREckm3Qua99rd3HoiIiIibal+msw8zBJcKteEyaMHMqB3V26fvZh5cdKOjx1cyKXjhyloJyIi7YpGAqRVbdq6k7++s7r2/IzRA9PYGxEREZH0aO5gkgahREREJBuUbasL3KUiTWZUSXERJcVFLFpTztwlpWyuqKR7QR4lxUXa005ERNolpcqUVvXUW6vYXlkNwIF79uQze/VKc49ERETSywIXmNk8M9tsZlvMbKGZfdvM4r6bmdnJZjbHzDaFdeaZ2deb2f4RZvZXM9tgZtvM7G0z+56ZNbgkPpXtd1Rvr9xEshPPxw4u1GCUiIiIZIVNkcBdzxQH7moM79eDc0sGc8n4YZxbMljvSSIi0m4pcCetxt15ZH5dmswzRu+dxt6IiIhkjIeAe4F9gEeA+4CuwF3A1NjCZnYx8AzwmbDu74E9galm9utkGjazLwMvA0cDTwJ3AvnAb4BpDdRJWfsdUcXOKq6e8Q5XPPYW7onXyzG4dPyw1uuYiIhIO2dmJ5nZ381sZThZaamZPWZmn41TtrOZXWRm882sNJyo9IGZ3W5mg5rRdq6ZnW9mL5vZxkj7081seGp+YWYpi+zL27OgdQJ3IiIiHYVSZUqreXdVGR+sLgOgc14OXzpkrzT3SEREJL3MbALwVWAZMMbdS8Pr+cATwNlmNtPdZ4TX9wF+DWwARrn78vD6T4EFwPfN7Al3fzWBtnsSBN2qgHHuvjC8/mPgRWCSmZ3h7tMidVLWfke0cuNWvvvw67y9clPttd17dGZd+XYai+HlGNw4cYTSZIqIiDSTmU0BfgisB2YCpUAx8GXgVDM7x90fCsvmAbOBEuBDgolV24HRwCXAOWZ2hLu/n2Db3YGngGOBN4EHgQpgL+AoYDiwKDW/NHNsasVUmSIiIh2NVtxJq5m+cEXt9xMP6q8XNxEREZgQHm+uCdoBuPsO4Mfh6cWR8ucBnYE7a4JmYfmNwC/D028n2PYkoC8wrSZoFz6rArgmPP1OTJ1Utt+h/GPROk6+41/1gnanHLwnL10xjofOH8vYwYVx640dXMifvjmW05WpQEREpFnMbA/gCmANcIC7n+/uV7n7JOB4wICfRqpMIAjazQYOdPdL3P0Kdz8mLNcrfF6i7iEI2n3b3Q919++F7Z/t7vsAf2vpb8xEZfVSZWqdgIiISEvoL6m0im07qnjqjf/Vnk/W4JOIiAjAHuFxaZx7NdeOMrP8MJh3bHjtuTjlnw2Px8a5F09jz3oZ2AocYWad3X17AnWSbb9DqK527nhxCbfOXlSbGjMvx7jmpP35+hH7YGaUFBdRUlzEojXlzF1SyuaKSroX5FFSXKS9WkRERFpuEMFE9XnuvjZ6w91fMrNygslMNYaEx1nuXh3zrKeAa2PKN8jMDiPIrjDd3e+JV8bdd8a7nu3KKlp/jzsREZGOQoE7SamaAah5SzdQvj3Ib75Pn64NzioXERHpYGpW2Q2Oc69m0Cgv/P4hsG94bZd0Su6+2sy2AAPMrKu7b22i7caeVWlmy4ADw7Y/SKBOsu1jZq81cGu/pupmg0+37uB7099kzn/W1V7r17Mzv/vaYYwctOu70PB+PRSoExERSb3FwA5gjJkVRbMcmNnRQA+C9Jk13guPJ5jZbTHBu5PD4wsJtv3V8PiImfUCTgH2JkjZ+aK7L0nup2SPaKpM7XEnIiLSMgrcSUrMXVLKbbMXM3/Zhl3uVVY7r3y0Xvu0iIiIwCzgTOByM5vm7hsAzKwTcH2kXO/w2Cs8biK+TUC3sFxTgbNEngWwW5J1Em2/XXtn5Sa+/dBrrPp0W+21zw7pwx1fPZSi7p3T2DMREZGOxd03mNmVwC3A+2Y2kyBwNhT4EvA8cGGkyixgBjAReMfMXiAI/I0EjgTuAH6bYPOjw+Mg4COgT7RrZnYXcKm7VzX1oGyb8FS2rbL2u1bciYiItIwCd9Ji0xes4OoZ71Dt8e+v3LiNs++fx40TR2i/FhER6eimAWcT7K/yvpk9BVQAnwf6AyuAgUBsmqZ2wd1HxrseDkwd1sbdSVhTKS2nzV/BtU+/x47Kuv9s3xk3lO9/YTh5udpSWkREpK25+61mthz4A3BB5NYSYGo0haa7u5lNAn5CsO/vAZHys4E/u3slidk9PN5CsKrvGmAlMBa4G/gusA64LsmflPGiqTJ7KXAnIiLSIikJ3JmZAeeHnwMJNvr9ALgPuDeaZsDMDgIuI5i5NADoCawF/gP8DnjS3RsIAe3S7jjgpUaKTHH3q+LUywUuBc4FhgHbgH8DP3f3VxJpWwJzl5Q2GrSrUe1w1Yy32at3F628ExGRDsvdq8zsFOBy4Czg6wSBuznAqcDjYdGawaRNQBHBirb1cR7Z1Iq4qJoyvRq4X3P905g6qWo/6zSWUWDM4EK+c8xQnn13NY8uXFl7vUfnPG4+/WCOO3CPXeqIiIhI2zCzHwK/BG4H7gQ+IVipdgPwsJkd4u4/DMsWAH8ETgAuItjXbitQEtZ/2cxOc/enEmi6ZsbOh8DkyMq62WFw8HWCzAu/DPczblC2TXgqq5cqU+sEREREWiJVf0kfIsjjvRZ4hOAF5wvAXcARwDmRsiOBrxAEyl4hGOjZgyDv9xPAn2LKJ+IfBANesf4VeyEMMk4DJhEEC+8ECoHJBC9jpyb4MibAbbMXNxm0q1HtcPvsxQrciYhIh+buO4Ep4adWOGg0DCh192Xh5f8QBM6GA6/GlO9PkKZyZSL7y4XPGhU+q17qJTPLI9h3rxJYGlMnVe1nlaYyCsxftmGXgN5+e/Tg7rNGsk9RtzbooYiIiMQTTvKeQjAx/PLIrdfNbALB3r3fN7O73X0pcBVwGnCZu98TKf9sGGx7E7iNIKDXlJoJUM/EpsN097fCPYWHAvsDbyX/6zJXvcCdVtyJiIi0SIsDd+FLz1eBZcCYmk1/zSyfs80oDAAAIABJREFUIBB3tpnNdPcZYZVH3H1qnOf0JAjmnW1md7r7/CS6Mcfdr0uw7BkEQbtXgPHuXhG2fzdBoO/3Zvaiu5cn0X6HtGhNedwZ6I2Zt2wDi9aU10svJSIiIkDwjpJPMAmqxosEs72/SEzgjGBWeE2ZRLwIfC181iMx944GugIvu/v2Vmo/aySaUSBq4qF78YsJB9ElP7f1OiYiIiKJODk87pKhyd23mtl8YAJwKMGEpcbKv2VmG4FBZtbH3eNlIIj6DzCG+hkMojaGxy5NPCfrlFXUZRNVqkwREZGWScWmGxPC4801QTuAcMn/j8PTiyPXo4NBRK6XAX8LT4eloF8N+U54vKYmaBe2vwCYDvQlCOxJE+YuKW26UArriYiItAfhZKXYa4cANxEM5twYufUAsB242Mz2iZTvDfwoPL075lm9zGy/cEVc1ONAKXCGmY2KlC8Afh6e3hVTJ+n224NkMgoA7NOnKzeffrCCdiIiIpmhc3js28D9mus1qSobLG9mnYEeMeUb80J4/EwDz6oZ71qewLOyyqZ6qTIVuBMREWmJVATuajbwWBrnXs21o8IVeA0ys67AseHpO0n2odjMLjazH5nZeWYWN/AXDkwdQZDK859xijwbHo+Ncy/e816L9yHIm97uba5IdG/m1NQTERFpJ543szlmdqeZ3WBmM4EFBINGE9z9fzUFw5SZPyBI673QzH5rZr8B3iZIs3Szu8euhJtAsNfwDdGL4SSpC4BcYI6Z3WdmvyJI//RZgsDe9Jg6zWk/qzUno8Dy9VtZvHZzK/VIREREklQz3vMtM9sresPMTiDIJlBBkIkpWv5HYXAt6jqCbFULopmZGpko9QTwP2CymY2Jufdjgv2BX3L3T5L/WZnL3WNSZWqPOxERkZZIxV/SmuVTg+PcGxJpZwjB5rwAmFkxcBbB4FE/4CRgT+AGd387yT58LfzUMrMngAvcfWPk8tCwvaXuHi96tDg8Dk+y/Q6pezM3G25uPRERkXbicYK0mGcRpElaBdxL8A60Mrawu99hZsuBKwj2Ac4B3ifIHvBgMg27+0wzOwb4P+BUoABYAlwO3O7uu6wzS2X72aAlGQWUClxERCQjPE6w8u3zwAdm9iTwCcG+cicDBlwVSXv5C+AUYDzwoZk9B2wjCPCNCb9fFtPGBILMBA8C36i56O5bzOwbwF+Af5rZDIJ3vbHAkcBa4MLU/tz027qjisowXUFBpxw65ykLgYiISEukIoIyCzgTuNzMprn7BgAz6wRcHynXO6ZeMfCTyPkOghndNyfR9jqCTYRnEaQZKABGAb8kGIzaw8yOdvfqsHyv8LipgefVXN8tkcbdfWS86+Gqu8MSeUY2KykuatN6IiIi7YG730SQFjOZOs8AzyRYdiowtZH7c4ETW6v9bKeMAiIiItnN3avN7ETgIoLJUhMI9vLdAPyVYLLS3yPlV5nZYcCVBJPKzyWYqLSa4J1qirt/SILc/flwtd2PCYKHvQgCh3cDP4tmV2gvyiqUJlNERCSVUhG4mwacDRwPvG9mTxGkHPg80B9YAQwEqqOV3P05wMIA30CCFXO/BI4xs1PDPfIa5e7vAe9FLm0GnjOzVwjSPpUQzJp6qkW/UOLKMcjPzWFHVXXThUNjBxdqNrqIiIhkLGUUEBERyX7uvhO4NfwkUn4dQXaBKxIsP5XGJ0q9BUxK5FntQdm2uglMvboocCciItJSLd7jzt2rCIJjVxGsgPt6+FlMsJ9cTQ7wtQ3U3+nuH7n7T4FrCdIWXNrCPpUBfw5Pj47cqllR14v4aq5/2pL2O4K3V37KaXe/mlTQLsfg0vFxtx8UERERyQjKKCAiIiKSnE319rdT4E5ERKSlWhy4g9rg2xR3P8jdC9x9N3f/CkH6ymFAqbsvS+BRz4bHcSno1rrw2C1y7SOgChhiZvGmRddElRaloP1265WPSjnz3n+zcWvwYpafm4M1USfH4MaJIzSoJSIiIhlteL8ejBlcmFQdZRQQERGRjqwsGrhTFgIREZEWS0ngrhFnAPnAIwmW3ys8pmKTkMPD49KaC+5eAbxCkNv8qDh1TgiPL6ag/Xbp7+99wjceWMCWHVUA7Na1E9MvPJyHzh/L2AYGucYOLuRP3xzL6aP3bsuuioiIiDTLZeOHkdPUrKSQMgqIiIhIRxfd406pMkVERFouJdNgzKxnmJ4yeu0Q4CZgI3Bj5Pood18Y5xl9I+VmxdwrAooIVu6VJvCss4DJwA7g0ZjbdxEE7X5uZuPDYB5mNjqssw54IpHf3dE8/tpKrnzibaqqHYB+PTvzp2+OrZ1hXlJcxKI15cxdUsrmikq6F+RRUlykGegiIiKSVUqKi7hh4kFcPeMdwteeuJRRQERERESpMkVERFItVevXnzezbcC7BHva7Q+cBGwDTnH3/0XK3mdmfYD5wAqC1JX7ACcCXYCZwB9inn8x8BPgeuC6yPXHzawSWAisBAqA0cAYglV7F7r78phnTQMmEmwS/IaZPQP0IQja5QIXxAYhBe7/1zJ+9pf3a8/36dOVP31zLHsXdq1Xbni/HgrUiYiISNabPHogA3p35fbZi5m3bMMu98cOLuTS8cMUtBMREZEOr2xbXeKsngUK3ImIiLRUqgJ3jxOkxTyLIPi2CrgXuMHdV8aU/TXwFeAw4HiCVJqlBOkp/wQ86u6NzG2u5y7g80AJwYo8C9ueCtzq7m/FVnB3N7MzCVJmngdcAlQALwM/d/dXEmy7Q3B3bnl+EXe8uKT22v79e/LH88bQt0fnNPZMREREpHWVFBdxxNA+7Pfj59heWQ3AVSfsy7H79dNEJREREZFQdMWdUmWKiIi0XEoCd+5+E0FazETKPgQ8lOTzr6P+Srua61OAKck8K6xXCfwm/EgDqqud6555jz+++t/aa6MG9eb+b4zWi5iIiIh0CFt3VNUG7Qo65XDh0UMxS3ADPBEREZEOILrHXc8uqVojICIi0nHpr6nEtbOqmisee4un3qzLcjpu377c9bWRdMnPTWPPRERERNpO6ebttd/7dOusoJ2IiIhIjLLoHndKlSkiItJiCtzJLrbtqOKiP7/Oix+urb12ysF7cvNpB5Ofl5PGnomIiIi0rdLNO2q/F3XPT2NPRERERDKTUmWKiIiklgJ3Us+mbTs5/8EFLFi+sfbaWYcP5PovfYbcHM0wFxERkY4luuKuqLv29xURERGJVVZRWfu9pwJ3IiIiLabAXQe0aE05c5eUsrmiku4FeZQUFzG8Xw/WlW/n63+Yz/ury2rLXnJsMZd/YbjSQomIiEiHtD6y4q6PVtyJiIiI7KJMK+5ERERSSoG7DmTuklJum72Y+cs27HLv4AG9+KSsgjVldbPKrzlpf84/akhbdlFEREQko6zXijsRERGRRmmPOxERkdRS4K6DmL5gBVfPeIdqj3//rZWbar/nGEw5dQSnjdq7jXonIiIikpmiqTL7KHAnIiIiUk9VtVO+vS5VZvcCDTWKiIi0VE66OyCtb+6S0kaDdrEuGz9MQTsRERERoHRLXarMIqXKFBEREamnvKJutV2Pgjxyc7TVioiISEspcNcB3DZ7ccJBO4BXPlrfep0RERERySKl5UqVKSIiItKQsm11q+2UJlNERCQ1FLhr5xatKY+7p11j5i3bwKI15a3UIxEREZHssT6y4q6PVtyJiIiI1FMWWXHXs4sCdyIiIqmgwF07N3dJaZvWExEREWlP1kf3uOumFXciIiIiUZu21QXuenXR/nYiIiKpoMBdO7e5orLpQimsJyIiItJe7KyqZuPWYDDKDAq7acWdiIiISFRZJHCnVJkiIiKpocBdO9e9oHmznZpbT0RERKS92BhJk1nYNZ/cHEtjb0REREQyTzRVZi+lyhQREUkJBe7auZLiojatJyIiItJerIukySzqrjSZIiIiIrGiqTK1x52IiEhqKHDXzg3v14MxgwuTqjN2cCHD+/VopR6JiIiIZIf1m+tW3PXprjSZIiIiIrHKttVttaJUmSIiIqmhwF0HcNn4YSSa2SnH4NLxw1q3QyIiIiJZYP2WuhV3fbTiTkRERGQX0RV3vbpo2xUREZFUUOCuAygpLuKGiQc1GbzLMbhx4gilyRQREREBSsvrVtwVacWdiIiIyC6ie9wpVaaIiEhqaCpMBzF59EAG9O7K7bMXM2/Zhl3ujx1cyKXjhyloJyIiIhIq3aI97kREREQaUxbd406pMkVERFJCgbsOpKS4iJLiIg6+/u+1qQwu/8IwvviZ/trTTkRERCRGdI87rbgTERER2VW9VJldFbgTERFJBQXuOpgdldW1L1U5Bhd9bhi5iW6AJyIiItKBlG6O7HHXTSvuRERERGKVVVTWfteKOxERkdTQHncdzLrN9VM+KWgnIiIiEl90xV0frbgTERER2UW9VJldtD5AREQkFRS462DWlFXUft+9p2aOi4iIiDSkdLP2uBMRERFpTL1UmV204k5ERCQVFLjrYNaW1Q1A9etRkMaeiIiIiGQud4/Z406BOxEREZGoip1VbK+sBiAvx+jSKTfNPRIREWkfFLjrYNaWa8WdiIiISFPKt1eyoyoYiOqWn0uXfA1EiYiIiESVR/a369WlE2bajkVERCQVFLjrYKIr7nbXijsRERGRuErL696Z+mi1nYiIiMguNtXb305pMkVERFJFgbsORnvciYiIiDRt/Za6NJl9uuensSciIiIimamsIhK4K8hLY09ERETaFwXuOpi15drjTkRERKQp0RV32t9OREREZFdacSciItI6FLjrYLTiTkRERKRppZEVd0VacSciIiKyizIF7kRERFqFAncdzLroirueWnEnIiIiEs/6zZE97rppspOIiIhIrLKKytrvPQsUuBMREUkVBe46kB2V1bX7tZhBn26aPS4iIpIuZnaSmf3dzFaa2TYzW2pmj5nZZ+OU7WFmvzCzD82swsw2mtnfzGx8km3OMTNv4nN/TJ3rmij/xZb+W2Si0s3RVJl6ZxIRERGJFV1x10sr7kRERFJGO8d2IPUHoDqTl6u4rYiISDqY2RTgh8B6YCZQChQDXwZONbNz3P2hsGxv4F/AAcB7wN1A97DsC2Z2vrvfv2srcU0F5jRw7xKgEHi2gfsPAsvjXF+SYNtZZf3mulSZfbTHnYiIiMgu6qfK1BCjiIhIquivagdSb3+7HhqAEhERSQcz2wO4AlgDjHD3tZF7nwNeBH4KPBRevo4gaDcDmOzulWHZHwELgTvM7G/uvrKptt19agN92hf4SdinpxqoPtXd5zTVRnsRO+FJREREROorq4gE7pQqU0REJGW05KoDWav97URERDLBIIJ3sHnRoB2Au78ElAN9I5cnhMdra4J2Ydm1wC1AF+C8FvbpW+HxAXff2WjJDiK64k6pMkVERER2tUmpMkVERFqFVtx1IGu14k5ERCQTLAZ2AGPMrMjdS2tumNnRQA+C9Jk19giPS+M8q+baeIJVekkzs87AOYADv2+k6JFmNgrIJUiZOTva9wTbeq2BW/sl85y2EF1xp1SZIiIiIrsq21Y7p4yeCtyJiIikjAJ3HUh0xd3uWnEnIiKSFu6+wcyuJFgt976ZzSTY624o8CXgeeDCSJVSoD8wGHg/5nFDwuO+LejSRKAIeN7d4wUHa/ws5ny7md1EsBLQW9B+xtleWUVZRTAQlZtj7KaBKBEREZFdaMWdiIhI61DgrgPRHnciIiKZwd1vNbPlwB+ACyK3lhDsJRdNoTkLOB+43szOcPcqADPrC/y/sEzvFnSnJk3mvQ3cf4sgFeccYDWwO3Ac8HPgGoIVeD9KpCF3HxnvergS77CEe9zKNmypS5NZ2C2fnBxLY29EREREMlP9Pe40xCgiIpIq2uOuA9EedyIiIpnBzH4IPA5MJVhp1w0YSZD68mEz+1Wk+LXAx8Ak4E0zu9XMfg+8B2wIy1Q3sx/DgHHAGuCpeGXc/Ul3f8Ddl7l7hbuvcPf7gBOBncAVZlbUnPYzVWl5dH87TXYSERERiacssuJOqTJFRERSR4G7DmRNWSRVplbciYiIpIWZjQOmAE+7++XuvtTdt7r768AEYBXwfTMbAuDuq4HRwG8J9r/7LnASMB04LXzsWpqnZrXdA+6+s9GSMcL+zgc6AZ9tZvsZqXRL3TtTUff8NPZEREREmsvMTjKzv5vZSjPbZmZLzewxM9vlvcXMOpvZRWY238xKzWyzmX1gZreb2aAW9uM+M/PwU9ySZ2USd69NLQ7Qs0CBOxERkVRR4K4DWVdelypTK+5ERETS5uTw+FLsDXffShAMywEOjVxf4+4Xu/s+7p7v7nu6+yXAwLDIgmQ7YWb5wNcBB36fbP3QuvDYrZn1M9L6zXUr7vp0U+BOREQk25jZFOAvBKm4nwNuA14HvgzMNbOzImXzgNnAnQSTpB4B7iaYGHUJ8JaZHdDMfpwCfBPY3Owfk6G27KiiqjrY5rhLp1zy8zTEKCIikipKQN1B7KyqpjQchDLT7HEREZE0qln23reB+zXXdzRwP+qc8PjnZvRjQtjW8+6+NNnKZtaJun3pkq6fyUo3R1fcKUuBiIhINjGzPYArCFKBj4juHWxmnwNeBH4KPBRengCUEATvjnP36kj56wnSll9BsOdvMv3oSzA5ajqwB3BMM39SRqqfJlPDiyIiIqmk6TAdRHQAqk+3fPJy9Z9eREQkTf4ZHr9lZntFb5jZCQQDRxXAK+G1HDPrHvsQMzubIHD3CjAz5l6Rme3XxN5zNWky72mogJn1MLN941zPB24lWPH3IbCwkXayzvroe5MCdyIiItlmEMF417xo0A7A3V8Cyqk/gWpIeJwVDdqFavYAbmjCVWPuDY8XNaNuxtsUCdz10v52IiIiKZWS6I0FLjCzeWEe8C1mttDMvm1mOTFlDwrze79hZuvMbLuZfWxmL5jZRDOzJNo9xMyuM7O5ZrbazHaY2Soze8TMDmugznWR3OLxPl9s6b9HJqq/v53SZIqIiKTR48ALQD/gAzN70MymmNnTwCzAgKvcfX1YviuwxsxmmtnNZnaTmb0C/JEgaHZanEGmi4EPwuMuwv1VPkcwE/3pRvraJ+zj/LCfN5rZ/WG73wVKgTPjtJ/VoqkylaVAREQk6ywmyFwwJnYSk5kdTZAO84XI5ffC4wmxY1jUpTh/gSSY2TeArwAXRt7p2pV6K+60v52IiEhKpWot+0PAVwnyfz8CbAW+ANwFHEFdGieAkQQvL/8mmCG+iSBlwCnAE8CfYso35m5gLPAaMIMgZ/ghwBnAJDOb7O4zGqj7ILA8zvUlCbadVdaW1e1vt3tPzRwXERFJF3evNrMTCWZfn0GQnqkrsAH4K3C7u/89UmU7MA04kuD9CoIBqf8Dbg33xUvWBQQBwgfcfWcj5TYQ7PcyBjgeKCQYCPsImALcEjuTvT1Yp1SZIiIiWcvdN5jZlcAtwPtmNhNYDwwFvgQ8D1wYqTKLYExpIvCOmb1A8L4zkuD96w7gt4m2b2aDCPbUe8jdn2qqfCPPea2BW/s195mppBV3IiIirafFgTszm0AQtFsGjHH30vB6PkEg7mwzmxkJoD3i7lPjPKcnQTDvbDO7093nJ9D8w8BZ7l4v2GZmXyMIJt5rZn9x93h7xEx19zkJ/ch2YE153QBUP624ExERSaswWHZr+Emk7DeTfP51wHWN3L8SuDKB55QBlybTdnsQXXHXRyvuREREso6732pmy4E/EExYqrGEYDxobaSsm9kk4CfANcABkfKzgT+7e2Ui7YYr9h4kmFjert+hyirq/kl6KnAnIiKSUqlIlTkhPN5cE7QDCINlPw5PL45c304c4cDQ38LTYYk07O53xAbtwusPE8xE7wMclMiz2rt1WnEnIiIikpBSrbgTERHJamb2Q4L05FMJVtp1I1hBtxR42Mx+FSlbAEwHvk+QEaE/0As4kWC/vJfN7MsJNv3/gGOAC9x9Y0t+g7uPjPchSFmedvVTZaYqoZeIiIhAalJl7hEel8a5V3PtKDPLb2DlGwBm1hU4Njx9JwX9qnmDaGhW1JFmNgrIJUiZOTsaeGxv6u1x11Mr7kRERETiqa52Nmype2Ut7KYVdyIiItnEzMYRpPR+0t0vj9x6PcwatQj4vpnd7e5LgauA04DL3P2eSPlnw5V4bxKkvmw07aWZDQd+QZCK/K8p+0EZSqkyRUREWk8qAnc1wa7Bce4NibQzhMisIDMrBs4iCJz1A04C9gRucPe3W9IhMzucILXBKuDdBor9LOZ8u5ndBFzr7p5gOxmdbzxqbXlkxV0PzRwXERERiaesYieV1cGrYI/OeRR0yk1zj0RERCRJJ4fHl2JvuPtWM5tPkD3qUIIJ542Vf8vMNgKDzKyPu69vpN0DgM7AuWZ2bgNlFpsZwAR3n5nQr8lQZRWRFXcK3ImIiKRUKgJ3s4AzgcvNbJq7bwAws07A9ZFyvWPqFRPkD6+xA/gBcHNLOmNmhcAfw9P/5+5VMUXeAs4D5gCrgd2B44CfE+QyzwV+1JI+ZKLoirt+WnEnIiIiEle9NJma7CQiIpKNav6A923gfs31miX2DZY3s85Aj5jyDVkO3N/AvZMIMlY9BpSFZbNa2bbIHncFCtyJiIikUioCd9OAs4HjgffN7CmgAvg8QV7wFcBAoDpayd2fAywM8A0Evgb8EjjGzE5tLK1mQ8ysG0HqgmHAr9z9sdgy7v5kzKUVwH1m9jrwb+AKM7slkbSZYW7xeP14DTgs2f63prXlkVSZGoQSERERiat0c90raB+lyRQREclG/wQuBr5lZve4+6qaG2Z2AlBCMG71SqT8Z4Afmdlcd98eedZ1BGNnC9y9PPKcXgRjXpvcfTWAu78JnB+vQ2Y2hyBw9yN3X5KKH5lu0VSZWnEnIiKSWjktfUC4ou0Ugpzg64Cvh5/FwBFAzYvN2gbq73T3j9z9p8C1BCkKLk22H2HQbhZwJHCLu1+Z5O94HZgPdAI+m2z7mayyqpr1W+reO/sqcCciIiISV70Vd931ziQiIpKFHgdeINiW5QMze9DMppjZ0wTjRgZcFUl7+QtgJTAe+NDM7jKzW8xsHsFY1zbgspg2JgAfADe0/s/JTPVTZaZiXYCIiIjUaHHgDmqDb1Pc/SB3L3D33dz9KwRL/4cBpe6+LIFHPRsexyXTvpn1COseQ7DS7vvJ1I9YFx67NbN+RirdvIOaXfv6dMunU25K/rOLiIiItDvroyvuumvFnYiISLZx92rgROD/Ae8TBNm+DxwO/BU43t1vi5RfRZA16WaClXjnEqzY2wOYChzm7q+24U/ICmXRFXdKlSkiIpJSrT0l5gwgH3gkwfJ7hcfKRktFhOkJniN4AfuFu1+TVA/rntOJuvSWS5vzjEy1tryi9vvu2t9OREREpEHrIyvu+mjFnYiISFZy953AreEnkfLrgCvCTyLlpxIE9RLtz7hEy2aLaOCul1JlioiIpFRKll6ZWc841w4BbgI2AjdGro9q4Bl9I+VmxdwrMrP9zKwo5npvgvQHhwM/aSpoZ/b/27vzOLnKMuH7vysJScgqJAEcHWUV0dFXEVHABcTRQUBF8RVnBMcFdR5RH4UHeNwIOgwyKLL5yuBCdFBREUFFkX1QmGFxX2AMQkZBSNIdpLNvfb1/nNPkdFGVVKeruqorv+/nU5/Tdc59lrqpTl+c69zXHTMjYu866ydTBHNPAe4B7trcccabxQPObydJktSMpZURd/MccSdJklTXwJpNz9w7x50kSa3VqhF310XEauA3FHPa7QMcTlEH/MjM/HOl7RciYg7FfHJ/BDYCu1KUMdgeuBL4Us3xTwBOA06nmBh4yBXAfsAfgAkRMZ/Hu7KcIBhgDkV987soapE/BMwDDgF2A/qAN5VlFXpGdcTdzrNM3EmSJDXiiDtJkqTN27BxkBVri8RdBMyc4hx3kiS1Uqv+sl5OURbzzRTJtweBi4EzM/OBmrafAl5LUZbylRSlNPuAG4F/B76ZOTQj2xbtVi73oEjs1bMIGErcLQMuBPYvz70jsI4i8XcWcE5mLmny3OPG8BF3lsqUJElqpK+SuJtr4k6SJOlxlldG282cMokJE6KDVyNJUu9pSeIuM8+mKIvZTNtLgUtHePz5DB9pN7R+1xEeZwB430j26QVLHXEnSZLUlP6Vm0plzrFUpiRJ0uMMrNk0v51lMiVJar2WzHGn7lYdcTfPEXeSJEkN9VfmuJs73QeeJEmSaj26elPibraJO0mSWs7E3TbAOe4kSZK2bM36jY/N17LdxGDW9s7XIkmSVGtg9aZSmbOmmriTJKnVTNxtA4bNcTfLEXeSJEn1VOe3mzN9ChHO1yJJklRreKlMH3SSJKnVTNz1uA0bB+mv3ISaN8MRd5IkSfX0VctkznR+O0mSpHoslSlJUnuZuOtx/SvXMZjFzztOn8zkSf4nlyRJqqe/ZsSdJEmSHm+gkrizVKYkSa1nFqfHLamWyZzpDShJkqRG+isj7ubMcMSdJElSPdURd7MccSdJUsuZuOtxiwfWPPaz89tJkiQ1ttTy4pIkSVtUnePOUpmSJLWeibset2T5phtQOzviTpIkqSFH3EmSJG3ZwOoNj/08a/tJHbwSSZJ6k4m7Hjd8xJ2JO0mSpEb6VzrHnSRJ0pZUS2U64k6SpNYzcdfjqiPudpppqUxJkqRG+iqlMudaqUCSJKmuaqnMWVNN3EmS1Gom7nrcksqIu50dcSdJktTQsFKZ0y2VKUmSVM9AZcTdLEfcSZLUcibuelx1xN08R9xJkiQ1VB1xN88Rd5IkSXU9WpnjzlKZkiS1nom7HrfYEXeSJElbtHEwWbZy04i7HaY54k6SJKkeS2VKktReJu562MbB9MlxSZKkJvxl1ToGs/h59vbbMXmSYbIkSVKtNes3sm7DIADbTQymbmfMJElSq/nXtYf1r1j72A3kTzvgAAAgAElEQVSoHaZtx5RJEzt7QZIkSV2qrzK/3dwZjraTJEmqpzq/3ezttyMiOng1kiT1JhN3Paw6v91Ozm8nSZLUUH+lSsGcGVYpkCRJqscymZIktZ+Jux5Wnd9uJ+e3kyRJamhptby4iTtJkqS6Hq2MuJu1vYk7SZLawcRdD3PEnSRJUnP6K6Uy51gqU5Ikqa6B1Rse+9nEnSRJ7WHirodVR9zt7Ig7SZKkhvpXVkplTjdukiRJqmd4qcxJHbwSSZJ6l4m7HjZ8xJ03oCRJkhrpW75pxN3cmY64kyRJqqdaKnO2I+4kSWoLE3c9bMmwEXeWypQkSWrEEXeSJElbNuAcd5IktZ2Jux42bMSdpTIlSZIaWlqZ426eI+4kSZLqqo64mzXVxJ0kSe1g4q6HVee422mmI+4kSZIa6V/hiDtJkqQtGVi94bGfLZUpSVJ7mLjrURsHk75hT457A0qSpG4SEYdHxLUR8UBErI6I+yLiWxFxQJ22MyPijIi4JyLWRMQjEfGjiDh0hOc8OCJyM69PNthvYkR8ICJ+VV7rsoj4QUQcuLWfv9v0V+KmOTMccSdJklTPwJpqqcxJHbwSSZJ6l39he1T/yrVsHEwAnjBtO6ZuN7HDVyRJkoZExFnAyUA/cCXQB+wJvAZ4fUQcl5mXlm13AH4CPAP4LXARMKNse31EvCMzvzjCS/gP4OY6639S51oDuAw4Gvhv4EJgR+CNwC0R8frMvGqE5+8qK9duYPX6jQBMmTSBGVMMkSVJkuqxVKYkSe3nXYketWSgMr+do+0kSeoaEbELcBKwGHh2Zi6pbDsEuBH4OHBpuXo+RdLuCuCNmbmhbPsh4C7ggoj4UWY+MILLuDkz5zfZ9hiKpN1twKGZuaY8/0UUib7PR8SNmbl8BOfvKtXRdnNnTKHIVUqSJKlWdcSdpTIlSWoPS2X2qCXLN81vt/Ms57eTJKmLPJUiBru9mrQDyMybgOXAvMrqo8rlx4aSdmXbJcA5wPbA29p4vf9ULj8ylLQrz38n8I3yWo9u4/nbrm9lZX47y2RKkiQ1VJ3jbpaJO0mS2sLEXY+qjrhzfjtJkrrKQmAdsH9EzK1uiIiXADOB6yurdymX99U51tC6Ec11B+wZESdExIci4m0RsVe9RhExFTgQWAX8uE6TH5bLl43w/F2lb/mmuGnuDOMmSZKkRqqlMh1xJ0lSe1gqs0ctqdyAcsSdJEndIzOXRcQpFKPlfhcRV1LMdbcH8GrgOuBdlV36gCcCuwG/qznc7uVy7xFexj+Ur8dExLeB4zPzkcrqPYCJwH3V0X4VC8vl05o5aUT8tMGmpzezf7v0r9xUKnPOdEfcSZIk1TM4mCyvlMqcOdXbipIktYMj7nrU4oFNpTKd406SpO6SmecCr6N4iOp44FTgDcCfgAU1JTSvLpenR8TEoZURMQ/4QPl2hyZPvbQ817MoRvbNAw4Dfg68HvheRFTjw9nl8tEGxxta/4Qmz9+Vho24M26SJEmqa8W6DQxm8fO0yRPZbqK3FSVJagcfjelRjriTJKl7RcTJwL8A5wMXAg9TjDo7E/hqRDwnM08um38MeCXFPHK/iIgbgOnAa4AHgacAg82cNzN/C/y2smoFcE1E3Ab8AjgIOBK4alQfsPH5n1dvfTkSb992nLMZjriTJEnasgHLZEqSNCZ8NKZHLXHEnSRJXSkiDgbOAr6bmR/MzPsyc1Vm/gw4iiIZd2JE7A6QmQ8Bzwc+SzFK7n8BhwPfoBilB7CEUcjMAeBr5duXVDYNjaibTX1D6/8ymvN3Wt8K57iTJEnakoHVmyqnz5pq4k6SpHYxcdejHHEnSVLXOqJc3lS7ITNXAXdQxGjPraxfnJknZOaumTk5M/8qM99LMdoO4M4WXNfScjm9su4PwEZg94ioV6lhr3L5+xacv2NM3EmSJG3Zo5URd7O2t4iXJEntYuKuBw0OJksribt5jriTJKmbDP1hntdg+9D6dQ22Vx1XLr+22VbNeWG5vG9oRWauAW4DpgEvrrPPYeXyxhacv2P6V1RKZc6wVKYkSVI9A2sslSlJ0lgwcdeDlq1ax4ZytuBZUycxdbuJHb4iSZJU8eNy+c6IeFJ1Q0QcRjHP3FDCjIiYEBEzag8SEcdSJO5uA66s2TY3Ip4eEXNr1u9X74Ii4s3AGymShd+s2fy5cvnPETG1ss/zy32WAt9u+GnHAUfcSZIkbVl1jjtLZUqS1D6Oa+9Biyvz21kmU5KkrnM5cD3wcuDuiPgO8DCwD0UZzQBOzcz+sv00YHFEXEdRunKQIrl3AHA38IbMHKw5xwnAacDpwPzquSNiA3AX8AAwlWL+vP2BDcC7MnNRzbEuA14HHA38PCK+B8yhSNpNBI4v58gblzZsHOSRVcVNqAjYYZo3oSRJkuoZXirTmEmSpHYxcdeDqvPb7TTLp8YlSeommTkYEa8C3gMcAxxFkZxbBvwAOD8zr63sspYiefYi4G/LdQuBDwPnlvPiNetzFAnDg4C5FEnCB4EF5bF+Wed6MyLeRDGy723AeylGBN4C/HNm3jaC83edZas2lcncYdpkJk20IIUkSVI9A2s2PPaziTtJktrHxF0PWlIdcTfTEXeSJHWbzFwPnFu+mmn79hEefz7DR9oNrT8LOGskxyr32wB8pnz1lL7lmxJ3c53fTpIkqaHhpTK9pShJUrv4SHEPWjKwacTdPEfcSZIkNdS/clPcNGe6cZMkSVIj1cTdbEfcSZLUNibuetDi5Y64kyRJakbfik2Ju7kzTdxJktQrIuLwiLg2Ih6IiNURcV9EfCsiDqjTdkpEvCci7oiIvohYERF3R8T5EfHUEZxzr4g4JSJujIg/RcS6iFgcEVdFxCGt/YRjb2CNc9xJkjQWTNz1oOqIO+e4kyRJaqx/xaZSmXOmWypTkqReEBFnAd8H9gWuAc4Dfga8Brg1It5caTsJuAG4EJgJfB24CFhCMbfvLyPiGU2e+hPAJ4GdKeYu/jRwK3A4cGNEvG/UH66DHh1WKtPEnSRJ7dKSxF0Ujo+I28unklZGxF0R8e6ImFDT9lkR8YWI+HlELI2IteVTSNdHxOsiIrbi/EdExM0R8Wh5/tsj4i1b2Oct5ZNUK8r9bo6II0Z67m60ePmmxN3OsxxxJ0mS1EjfCue4kySpl0TELsBJwGLgGZn5jsw8NTOPBl4JBPDxyi5HAQdRJO+emZnvzcyTMvOlZbvZ5fGacQ2wb2Y+MzPflZn/NzNfBxwKrAfOjogntuJzdsLA6g2P/WypTEmS2qdVI+4uBS4GdqV4MukLwDTgc8CCmrbPA14LPAh8k+Lpo+uA/wf4NvDlkZw4Ik4Avgf8TXkdnwf+ClgQEZ9qsM+nyut6Ytn+UuBZwPfK441rSwc2lcrcyZJPkiRJDQ0rlTnDuEmSpB7wVIr7Xbdn5pLqhsy8CVgOzKus3r1cXp2ZgzXHuqpczqMJmbkgM39eZ/1/ADcDk4EDmzlWNxpeKnNSB69EkqTeNuq/shFxFPD3wP3A/pnZV66fTJGIOzYirszMK8pdvp6ZC+ocZxbwX2X7CzPzjibOvSvwKWAZsF9mLirXfxy4EzgxIr6dmf9Z2edA4ETgD8DzM/ORcv3ZwE+BT0XE94eONd4MDiZLKiPudnKOO0mSpIb6K4m7OSbuJEnqBQuBdcD+ETF36D4VQES8hKIc5pWV9r8tl4dFxHk1ybuhykzXt+C6hrJeGzbbqhQRP22w6ektuJatMqxUpiPuJElqm1aMuDuqXH66Ggxl5jrgo+XbEyrr11JHZg4APyrf7tXkud8GTAEurCbaymTcv5Rv312zz9D7M4aSduU+i4DPlsd7a5Pn7zqPrFrHhsEEYObUSWw/eWKHr0iSJKl7VUtlzrFUpiRJ415mLgNOoZhn7ncRcXFEnBkR3wSupaj69K7KLlcDVwB/C/w6Is6LiLMj4kbgI8AFFPeLtlpEPJWiXOYq4JbRHKtT1m8cZNW6jQBMCJgx2RF3kiS1Syv+yu5SLu+rs21o3YsjYnKZzKsrIqYBLyvf/rrJcw+1v6bOth/WtGl2n4+WbU7b0sm78emnxQPObydJktSs6oi7eY64kySpJ2TmuRGxCPgScHxl073AgmoJzczMiDia4j7QR4BnVNrfAHwtM5saJVdPREwBvkrxoPjJ1YfIt/AZntfgeD8F9t3a69lay9ds6oKZU7djwoQY60uQJGmb0YoRd0Oj7Hars22oTvikys8ARMSeETE/Ij4RERdTlDJ4NnBmZv6qyXPvXS5/X7shMx8CVgJPLpOCRMR04EnAinJ7rYXl8mlNnr/rLFnu/HaSJEnNyEz6VjriTpKkXhMRJwOXAwuAPYDpwPMoHjD/akT8a6XtVOAbFNOqvAd4IjAbeBXFfHm3RMRrtvI6JgL/DhxUnuNTW/eJOq9aJnO2ZTIlSWqrVoy4uxp4E/DBiLisLElARGwHnF5pt0PNfnsyfFTbOuD/AJ8ewblnl8tHG2x/lCI4m01RjqCZ9gBPaObk3fb0E8ASR9xJkiQ1ZfnaDazbUExjM23yRKZZ8kmSpHEvIg4GzgK+k5kfrGz6WUQcRfHw94kRcVFm3gecCrwBeH9m/lul/Q/LkXi/AM4DrhrhdUwELi2P/U3gzZmZW/mxOm5g2Px2xkySJLVTK0bcXUYxN90eFLXD/y0izqMIbF4M/LFsV53cl8y8JjMDmEyRxDuDYl6670aEjztvJUfcSZIkNaff+e0kSepFR5TLm2o3ZOYq4A6K+2HPbaL9L4FHgKdGxJxmL6B8mP3rwDHA14C/H025zW5QHXE3a6oj7iRJaqdRJ+4ycyNwJMUTSkuBt5SvhcCBwPKy6ZIG+6/PzD9k5seBj1EETO9r8vRDI+RmN9heO8Ku2fZ/afL8Xac6x91OjriTJElqqDq/3ZzpPvAkSVKPGPqjPq/B9qH1Q0/wNGxfzk83s6b9ZpUPo3+LYqTdV4Bjy3tn49rAGktlSpI0Vlox4m4o+XZWZj4rM6dm5hMy87XAImAvoC8z72/iUD8slwc3eer/LpePm5MuIp5IUSbzgfKJKjJzJfAgMKPcXmuvcvm4OfPGC0fcSZIkNaevkribO8O4SZKkHvHjcvnOiHhSdUNEHEYx39wa4Laa9h8qE3VV8ymmmbkzM4ceTCciZkfE02vvLZX7fwd4DfBF4K2ZOawC1Xg1sHrTgEFH3EmS1F7tLkp9DEUpzK832X4ooGq2fMCNFAHX3wH/WbPtsEqb2n2OLfe5pMl9xo3FznEnSZLUlL5Kqcy5lsqUJKlXXA5cD7wcuDsivgM8DOxDUeUpgFMzs79sfwZFJalDgXsi4hpgNcX9pv3Ln99fc46jKO4pfRn4x8r6i4BXAX0UD45/LCJqr+/mzLx5tB9yrD3qHHeSJI2ZlvyljYhZmTlQs+45wNkUtcA/WVm/X2beVecY8yrtrq7ZNheYSzFyr6+y6RLgZOCEiLgkMxeV7XcAPlS2uajmVBdRJO4+HBFXZuYj5T67Au8B1vL4hN64sXR5pVSmI+4kSZIacsSdJEm9JzMHI+JVFPd4jqFIsk0DlgE/AM7PzGsr7R+MiH2BU4DDgbdSVKh6CFgAnJWZ9zR5+t3K5VyK6WAaubnZz9MtLJUpSdLYadUjMtdFxGrgNxRz2u1DEeysBo7MzD9X2n6hnND3DuCPwEZgV4onkrYHrgS+VHP8E4DTgNMpyhQAkJn3R8T/Ac4H7oqIb1DUHD8aeDLw6cwcNhIvM2+LiHOADwK/iojLKUYFvhHYEXjvUAJwvMnM4aUyZ3kDSpIkqZH+yoi7OY64kySpZ2TmeuDc8tVM+6XASeWrmfYLKJJ6tesPbvYax5uBYSPuTNxJktROrUrcXU7xFNObKZJvDwIXA2dm5gM1bT8FvBbYF3glRdKsj6I85b8D38zMbPbEmXlBRCyiCK6Oo3gq6nfARzLzyw32OTEifk3x9NU7gUHgZ8DZmfn9Zs/dbR5ZtZ71G4uumzllEtMmW7pAkiSpkf6Vm0bczXHEnSRJUkPDSmU6x50kSW3VksxOZp5NURazmbaXApeO8PjzqYy0q7P9e8D3RnjMBdR5Omo8WzzgaDtJkqRm9S13jjtJkqRmDKzZ8NjPlsqUJKm9JnT6AtQ6S4bNbze1g1ciSZLU/fpWOsedJElSM4aNuNveCk+SJLWTibseUh1xt7Mj7iRJkjarb7mJO0mSpGYsryTuHHEnSVJ7mbjrIUurI+5mOeJOkiSpkXUbBh8r+TQh4AnegJIkSWpoYI1z3EmSNFZM3PWQYXPczfSpcUmSpEaWrdw0v92O06cwYUJ08GokSZK6V2bWlMo0cSdJUjuZuOshSwYccSdJktSMvhXVMpmTO3glkiRJ3W3N+kHWb0wAJk+awNTtJnb4iiRJ6m0m7nrIkuWOuJMkSWrG8MSdcZMkSVIjlsmUJGlsmbjrIYsrI+52dsSdJElSQ30rNpXKnOOIO0mSpIaGl8mc1MErkSRp22DirkdkJkuXV0plOuJOkiSpoX5H3EmSJDVloJK4m+38dpIktZ2Jux7xl1XrWbdxEIAZUyYxfYpPQEmSJDXSv9IRd5IkSc0YNuLOUpmSJLWdibsescTRdpIkSU3rW+6IO0mSpGYMm+POEXeSJLWdibsesXhgzWM/7zTLm0+SJEmb01cZcTfXEXeSJEkNDaze8NjPs53jTpKktjNx1yOGj7ib2sErkSRJ6n7VEXdzpvvQkyRJUiOWypQkaWyZuOsR1RF3OzviTpIkabP6V1ZKZVpmXJIkqaGBSuJutqUyJUlqOxN3PWKpI+4kSZKakpn0r9hUKnPOdEtlSpIkNeIcd5IkjS0Tdz3COe4kSZKa8+jq9WwYTABmTpnE1O0mdviKJEmSupelMiVJGlsm7nqEc9xJkiQ1p6862m6Go+0kSZI2Z2D1hsd+tlSmJEntZ+KuRzjHnSRJUnP6V2x64GnODOMmSZKkzRleKnNSB69EkqRtg4m7HpCZw0fczXLEnSRJUiPVEXdzHXEnSZK0WZbKlCRpbJm46wGPrl7Pug2DAEyfPJEZU3z6SZKkbhcRh0fEtRHxQESsjoj7IuJbEXFAnbYzI+KMiLgnItZExCMR8aOIOHSE53xORMyPiFsj4qGIWBcRD0bE1yNi3wb7zI+I3Mzr77a2Dzqlf6Uj7iRJkpo1UEncWSpTkqT2M8PTAxxtJ0nS+BIRZwEnA/3AlUAfsCfwGuD1EXFcZl5att0B+AnwDOC3wEXAjLLt9RHxjsz8YpOnvgh4AfBT4ApgBfAc4Bjg6Ih4Y2Ze0WDfLwOL6qy/t8lzd42+Suw018SdJElSQ4ODyfK1m+a4mznVW4mSJLWbf217QHV+u51mevNJkqRuFhG7ACcBi4FnZ+aSyrZDgBuBjwOXlqvnUyTtrgDemJkbyrYfAu4CLoiIH2XmA02c/qvAmzNzWLItIv6hPN/FEfH9zFxXZ98FmXlz0x+0i/WttFSmJElSM5av3UBm8fOMKZOYNNHiXZIktZt/bXvAkgFH3EmSNI48lSIGu72atAPIzJuA5cC8yuqjyuXHhpJ2ZdslwDnA9sDbmjlxZl5Qm7Qr138VWAjMAZ7V/EcZn/pXVEplTvehJ0mSpEYGhs1v5/P/kiSNBf/i9oDFyzeNuNvZEXeSJHW7hcA6YP+ImJuZfUMbIuIlwEyK8plDdimX99U51tC6QylG6Y3G0F2ZDQ22vygi9gMmUpTMvKF67eNJ3wpH3EmSJDXj0WrizvntJEkaEybuesDwEXcm7iRJ6maZuSwiTqEYLfe7iLiSYq67PYBXA9cB76rs0gc8EdgN+F3N4XYvl3uP5poi4oUU5TgfBH7ToNknat6vjYizKUYCZpPn+WmDTU9v6kJbZNiIO+e4kyRJamhgjYk7SZLGmqUye8CS6og7S2VKktT1MvNc4HUUD1EdD5wKvAH4E8VcctUSmleXy9MjYuLQyoiYB3ygfLvD1l5LROwIfKV8+4HM3FjT5JcUpTh3pyjL+dTymv8CfAQ4Y2vP3SmOuJMkSWrOwOpNxRhmTTVxJ0nSWDBx1wOqI+7mWSpTkqSuFxEnA5cDCyhG2k0HnkdR+vKrEfGvleYfo0joHQ38IiLOjYjPA78FlpVtBrfyOqYDVwF7Af+amd+qbZOZ38nMSzLz/sxck5l/zMwvAK+iKK95UkTMbeZ8mfm8ei/gnq25/q2xZv1GVqwtbkBNmhDM9slxSZKkhobNcbe9hbskSRoLJu7Gud8vXs69S1c89n71utqH5CVJUjeJiIOBs4DvZuYHM/O+zFyVmT8DjqIoV3liROwOkJkPAc8HPksx/93/Ag4HvkExSg9gCSNUJu2uBl4EnJOZp4xk//J67wC2Aw4Y6fk75a5Fyx77efvJE1m4ZMVmWkuSJG3bqvecHnxkNb9fvLyDVyNJ0rbBR2XGqVvv7eO8GxZyx/3Lhq1/+5fvYv/dduT9h+7FQXs29fC7JEkaW0eUy5tqN2Tmqoi4gyKB91yKEXhk5mLghPL1mIh4WfnjnSO5gIiYSZG0ezHFSLsRJe0qlpbL6Vu5/5ipFzstX7OBV3zmFmMnSZKkGvVip9vvX2bsJEnSGHDE3Tj0jTv/yLFfvP1xSbshd9y/jGO/eDvfvPNPY3xlkiSpCUN1rec12D60fl2D7VXHlcuvNXvyiJgNXEuRtDtja5N2EbEdsG/59r6tOcZYMXaSJElqnrGTJEmdZeJunLn13j7+7xW/ZjA3324w4dQrfsWt9/aNzYVJkqRm/bhcvjMinlTdEBGHAQcBa4DbynUTImJG7UEi4liKxN1twJU12+ZGxNNr556LiB2A64EXAqdl5kc2d6ERMTMi9q6zfjJwLvAUivnp7trccTrJ2EmSJKl5xk6SJHWepTLHmfNuWLjF4GnIYML5Nyy0dIEkSd3lcork2cuBuyPiO8DDwD4UZTQDODUz+8v204DFEXEd8AdgkCK5dwBwN/CGzBysOccJwGnA6cD8yvorgP3K40yIiPk83pWZ+Yvy5znlNd5VnushihGBhwC7AX3Am+qcv2sYO0mSJDXP2EmSpM4zcTeO/H7x8oZlChq5/f5l/H7xcp6288w2XZUkSRqJzByMiFcB7wGOoZjPbhqwDPgBcH5mXlvZZS1wGfAi4G/LdQuBDwPnZuaqEZx+t3K5B0Vir55FwFDibhlwIbA/8EpgR4oSnn8AzgLOycwlIzj/mDJ2kiRJap6xkyRJ3cHE3TiyteUHbr23zwBKkqQukpnrKUpNnttk27eP8PjzGT7Sbmj9riM8zgDwvpHs002MnSRJkppn7CRJUndwjrtxZMWaDWO6nyRJ0nhm7CRJktQ8YydJkrqDibtxZMbUrRsgubX7SZIkjWfGTpIkSc0zdpIkqTuYuBtHtnayXycJliRJ2yJjJ0mSpOYZO0mS1B1M3I0jT9t5JvvvtuOI9nnBbjtaZ1ySJG2TjJ0kSZKaZ+wkSVJ3MHE3zrz/0L2YEM21nRDwvkP3au8FSZIkdTFjJ0mSpOYZO0mS1Hkm7saZg/acy5mve9YWg6gJAZ983bMtVyBJkrZpxk6SJEnNM3aSJKnznD12HHrj85/Ck3eYxvk3LOT2+5c9bvsLdtuR9x26l8GTJEkSxk6SJEkjYewkSVJntSRxFxEBvKN8PRMI4G7gC8DFmTlYafsc4LXA3wK7A3OApcAtwNmZ+bMRnPdm4KVbaPalzHx7ZZ/5wGmbaX9YZl7T7DV0ykF7zuWgPefy+8XLufXePlas2cCMqZM4aM+51haXJEmqYewkSdK2JSIOB94PPIPi3tNDwE+BczLzP2vaTqG4p/UWintVU4E/AdcBn87M/xnhuQ8EPgK8ENgeWAh8CbggMzeO4mONGWMnSZI6p1Uj7i4F/h5YAnwdWEWRmPsccCBwXKXtRcALKIKlK4AVwHOAY4CjI+KNmXlFk+ddANzcYNt7gR2BHzbY/mVgUZ319zZ57q7wtJ1nGjBJkiQ1ydhJkqTeFxFnAScD/cCVQB+wJ/Aa4PURcVxmXlq2nQTcABwE3ENxX2st8HyKe0vHRcSBmfm7Js/9GuDbwBrgG8Ay4EjgM+U53tCijzkmjJ0kSRp7o07cRcRRFEm7+4H9M7OvXD+ZIlA5NiKurCTjvgq8OTPvrTnOP1AkAC+OiO9n5rotnTszFzS4pr0pRtUtBq5qsPuCzLx5S+eQJEmSJEnS+BARuwAnUdwTenZmLqlsOwS4Efg4xT0ogKMoEmo3AK+oqRp1OvCx8nhva+Lcs4DPAxuBgzPzrnL9R8vzHh0Rx2TmZaP9nJIkqXdNaMExjiqXnx5K2gGUibePlm9PqKy/oDZpV67/KkXpgDnAs0Z5Te8sl5dk5vpRHkuSJEmSJEnjw1Mp7nfdXk3aAWTmTcByYF5l9e7l8upq0q409DD4PJpzdNn2sqGkXXneNRSlMwH+qcljSZKkbVQrSmXuUi7vq7NtaN2LI2JyE6PohpJsG7b2Ysq65McBSfGUUyMvioj9gIkUJTNvqCYeJUmSJEmSNO4sBNYB+0fE3Oq9noh4CTCTonzmkN+Wy8Mi4rya5N0R5fL6Js/9snJ5TZ1tt1BMLXNgREzJzLVNHlOSJG1jWpG4GwqAdquzbeippUnlz/c0OkhEvJBiwuAHgd+M4npeB8wFrsvMesnEIZ+oeb82Is4GPpaZ2cyJIuKnDTY9vZn9JUmSJEmS1DqZuSwiTgHOAX4XEVdSzHW3B/Bq4DrgXZVdrgauoLif9OuIuJ4i8fc84EXABcBnmzz93uXy93Wua0NE3A88k+Ie2d2bO5D3nCRJ2na1InF3NfAm4IMRcVlmLgOIiO2A0yvtdmh0gIjYEfhK+fYDmblxFNczVCbz4gbbf0lRl/xm4CFgJ+AVwD9TlC2YCHxoFOeXJEmSJElSh2TmuRGxCPgScHxl073AgmoJzczMiDgaOJ2+YZwAABEXSURBVI3ivtAzKu1vAL6Wmc1WhppdLh9tsH1o/ROaPJ4kSdoGtSJxdxlwLPBKiieZrgLWAC8Hngj8EXgKUFsnHICImE5RM3wv4F8z81tbeyERsRdwMMUExFfVa5OZ36lZ9UfgCxHxM+C/gJMi4pxmymZm5vMaXMdPgX1HcOmSJEmSJElqgYg4GfgX4HzgQuBhipFqZwJfjYjnZObJZdupFA+THwa8h+J+0irgoHL/WyLiDZlZ9z5Tu3jPSZKkbdeE0R6gHB13JHAqsBR4S/laCBxIMekvwJLafcuk3dUUpQfOycxTRnk5Q6PtLsnM9ZttWSMzfwbcAWwHHDDK65AkSZIkSdIYi4iDgbOA72bmBzPzvsxcVd73OYpiipYTI2JoepdTgTcAH87Mf8vMhzNzIDN/CBxNcZ/ovCZPPzSibnaD7UPr/zKyTyVJkrYlo07cAWTm+sw8KzOflZlTM/MJmflaYBHFSLq+zLy/uk9EzAR+CLyUYqTdiaO5hoiYTJEwTODzW3mYpeVy+miuRZIkSZIkSR1xRLm8qXZDZq6ieGh7AvDcJtr/EngEeGpEzGni3P9dLp9WuyEiJgG7ARuA+5o4liRJ2ka1JHG3GccAk4GvV1dGxGzgWuDFwBktGGkHxVNT84DrM3PEAVA5J99QqQEDKEmSJEmSpPFnSrmc12D70Pp1W2ofEVOAmTXtN+fGcvl3dba9BJgG3JaZa5s4liRJ2ka1JHEXEbPqrHsOcDbFk0mfrKzfAbgeeCFwWmZ+pInjz42Ip0fE3M00GyqT+W+bOc7MiNi7zvrJwLkUc/HdA9y1pWuSJEmSJElS1/lxuXxnRDypuiEiDqOYu24NcFtN+w+Vibqq+cAk4M7MHJoKhoiYXd6nemJN+8uBPuCYiNiv0n4q8M/l289t1aeSJEnbjEktOs51EbEa+A3FnHb7AIcDq4EjM/PPlbZXAPsBfwAmRMT8Ose7MjN/UXl/AnAacDpF0DRMROwJHAIsBr67meucA9wdEXcBdwMPUTxRdQhFuYI+4E2ZObiFzytJkiRJkqTucznFA+Mvp7gH9B3gYYp7VUcAAZyamf1l+zOAI4FDgXsi4hqK+1kHAfuXP7+/5hxHAZcAXwb+cWhlZg5ExPHlNdwcEZcBy4BXA3uX67/R4s8rSZJ6TKsSd5dTlMV8M7A9xUS/FwNnZuYDNW13K5d7UCTj6lkE/KLBtnqOpwi8LsnM9Ztptwy4kCLweiWwI0Wpgz9QTFx8TmYuGcF5JUmSJEmS1CUyczAiXgW8h+Je1VEUJSqXAT8Azs/MayvtH4yIfYFTKB5CfytFhaqHgAXAWZl5zwjOf2VEvBT4MPB6YCpwL/DB8tw56g8pSZJ6WksSd5l5NkVZzGba7roVx59PnZF2le2nUARYWzrOAPC+kZ5fkiRJkiRJ40P5UPe55auZ9kuBk8pXM+0XUCT1Gm2/FXhVM8eSJEmq1ZI57iRJkiRJkiRJkiSNjok7SZIkSZIkSZIkqQuYuJMkSZIkSZIkSZK6QDgnbutFRP/222+/4z777NPpS5EkSQ3cfffdrF69ellmzun0tWzrjJ0kSep+xk7dwbhJkqTxYTSxk4m7NoiI+4FZwKIWHO7p5fKeFhxL9dnH7Wcft5993H72cfuNdR/vCgxk5m5jdD41YOw07tjH7Wcft5993H72cfsZO22DWhw3gb+rY8E+bj/7uP3s4/azj9tv3MROJu66XET8FCAzn9fpa+lV9nH72cftZx+3n33cfvaxWsHvUfvZx+1nH7effdx+9nH72cdqBb9H7Wcft5993H72cfvZx+03nvrYOe4kSZIkSZIkSZKkLmDiTpIkSZIkSZIkSeoCJu4kSZIkSZIkSZKkLmDiTpIkSZIkSZIkSeoCJu4kSZIkSZIkSZKkLhCZ2elrkCRJkiRJkiRJkrZ5jriTJEmSJEmSJEmSuoCJO0mSJEmSJEmSJKkLmLiTJEmSJEmSJEmSuoCJO0mSJEmSJEmSJKkLmLiTJEmSJEmSJEmSuoCJO0mSJEmSJEmSJKkLmLiTJEmSJEmSJEmSuoCJuy4VEU+OiC9FxJ8jYm1ELIqIcyNih05fW7eJiKMj4oKI+HFEDERERsSlW9jnwIj4QUQsi4jVEfGriPjfETFxM/scERE3R8SjEbEiIm6PiLe0/hN1l4iYExHviIjvRMS9ZX89GhE/iYi3R0Tdf0fs45GJiLMi4oaI+FPZX8si4ucRcVpEzGmwj308ShHx5vLfjIyIdzRoM+I+i4i3RMQdZftHy/2PaM+n6B7l36ps8Hq4wT5+j9USxk7NM3ZqL2OnsWHs1BnGTq1l7KROMnZqnrFTexk7jQ1jp7Fn3NR621TslJm+uuwF7AEsBhK4EvgkcGP5/h5gTqevsZtewC/KvlkO3F3+fOlm2r8G2ACsAL4InF32awLfarDPCeX2PuCzwGeAP5XrPtXpPmhz/767/Jx/Br4KnAl8CfhLuf5yIOzjUffzOuC/yr79JHABcGf5+R8E/to+bnmf/3X5PV5e9sE7WtFnwKfK7X8q238W6C/XndDpz93mPl1U9un8Oq+T6rT3e+yrJS+MnUbaX8ZO7e1fY6ex6Wdjp7Hvc2On1vfpIoydfHXghbHTSPvL2Km9/WvsNDb9bOw0tv1t3NSefl3ENhI7dbyzfdX9cvyo/CK8t2b9OeX6izp9jd30Ag4B9gICOJjNBFDALGAJsBbYr7J+KnBbue8xNfvsCqwp/xHctbJ+B+Decp8DOt0PbezflwFHAhNq1u8C/LH8/K+3j0fdz1MbrD+j/Pz/n33c0v4O4HrgD+Uf7ccFUVvTZ8CB5fp7gR1qjtVfHm/Xdn2uTr8oAqhFTbb1e+yrZS+MnUbaX8ZO7e1fY6ex6Wdjp7Htb2On9vTrIoydfHXghbHTSPvL2Km9/WvsNDb9bOw0dn1t3NS+vl3ENhI7WSqzy0TEHsArKL6En63ZfBqwEjg2IqaP8aV1rcy8KTMXZvlbtAVHA/OAyzLzrsox1gAfKd/+U80+bwOmABdm5qLKPo8A/1K+ffdWXn7Xy8wbM/N7mTlYs/5h4KLy7cGVTfbxVij7p55vlsu9Kuvs49F7H8X/HLyV4t/Veramz4ben1G2G9pnEcW/6VPKc8rvsVrE2GnkjJ3ay9hpbBg7jTljp87ze6yWMHYaOWOn9jJ2GhvGTmPKuKk7jOvvsYm77nNIuby2zh+s5cCtwDTghWN9YT3iZeXymjrbbgFWAQdGxJQm9/lhTZttzfpyuaGyzj5urSPL5a8q6+zjUYiIfSjKQpyXmbdspunW9Jn9DFPKOu4fioj3R8QhDeqG+z1Wqxg7tZe/q61l7NR+xk4tZuzUdsZOGmvGTu3l72prGTu1n7FTCxk3jYltInYycdd99i6Xv2+wfWG5fNoYXEsvati/mbkBuB+YBOze5D4PUTw58eSImNbaS+1uETEJOK58W/3HzD4ehYg4KSLmR8RnIuLHwCcogqdPVprZx1up/N7+O0W5jQ9tofmI+qx8IvVJwIpye61t5d/vXSj6+AzgXIq5MhZGxEtr2vk9VqsYO7WXv6stYuzUHsZO7WXsNCaMnTTWjJ3ay9/VFjF2ag9jp/Yxbhoz20TsNKndJ9CIzS6XjzbYPrT+CWNwLb1oa/q3mX2ml+1WjerqxpdPAn8D/CAzf1RZbx+PzknAzpX31wD/mJlLK+vs4633MeC5wIsyc/UW2o60z/z3Gy4Bfgz8lmIC5t0pJvV9J/DDiDggM39ZtvV7rFbxd6+9/F1tHWOn9jB2ai9jp/YydlIn+LvXXv6uto6xU3sYO7WPcVP7bTOxkyPuJI1YRLwPOBG4Bzi2w5fTUzJzl8wMiqdHXkfxB+jnEbFvZ69s/IuIF1A88fTpzPzPTl9PL8rM08v5CRZn5qrM/E1mvptikvvtgfmdvUJJ6gxjp/YxdmofY6f2M3aSpPqMndrH2Kk9jJvGxrYUO5m46z5D2dzZDbYPrf/LGFxLL9qa/m12n0aZ+J4SEScA5wG/Aw7JzGU1TezjFij/AH2HYtLwOcBXKpvt4xEqyxV8hWKo+0eb3G2kfea/340NTSj+kso6v8dqFX/32svf1VEydhobxk6tZezUccZOaid/99rL39VRMnYaG8ZOrWPc1BV6LnYycdd9/rtcNqpHu1e5bFSLXJvXsH/Lf2R3o5jw9r4m93kixfDYBzKzV4d5PyYi/jdwAfAbiuDp4TrN7OMWysz/oQhWnxkRc8vV9vHIzaD47PsAayIih17AaWWbz5frzi3fj6jPMnMl8CAwo9xea1v+93uo5Mb0yjq/x2oVY6f28nd1FIydxp6xU8sYO3WWsZPaydipvfxdHQVjp7Fn7NQSxk2d13Oxk4m77nNTuXxFRAz77xMRM4GDKOqn/tdYX1iPuLFc/l2dbS8BpgG3ZebaJvc5rKZNz4qIU4DPAL+gCJ6WNGhqH7feX5XLjeXSPh65tcAXG7x+Xrb5Sfl+qKTB1vTZtt7PjbywXFaDIb/HahVjp/byd3UrGTt1lLHT6Bk7dZaxk9rJ2Km9/F3dSsZOHWXsNDrGTZ3Xe7FTZvrqshfwIyCB99asP6dcf1Gnr7FbX8DBZR9d2mD7LIoM/Fpgv8r6qcBt5b7H1OyzG7AG6Ad2razfAbi33OeATn/2NvfrR8vPeRew4xba2scj79+nAbPrrJ8AnFF+/lvt47b1//zy879jtH0GHFiuvxfYobJ+1/I4a6rH6qUXxZNl0+us3xVYWPbLhyrr/R77atkLY6fR9N3BGDu1o1+Nndrbv8ZOne3/+Rg7taIfjZ18deyFsdNo+u5gjJ3a0a/GTu3tX2OnzvX9fIybWtWX21TsFOWJ1UUiYg+KL89OwFXA3cALgEMohrsemJn9nbvC7hIRrwVeW77dBXglRXb9x+W6vsw8qab95RS/hJcBy4BXA3uX6//frPnFiIj3AudT/NJ+A1gHHA08mWLS0ZPoURHxFmABxVM3F1C/hu+izFxQ2cc+HoGyFMSZFE/f3E/RBzsDL6WYJPhh4NDM/F1lH/u4RSJiPkXpguMz8ws120bcZxHxaeCDwAMU/y0mA2+kqBn/3sy8sG0fpoPKfjwRuAX4H2A5sAdwOEVQ9APgqMxcV9nH77FawthpZIyd2svYqf2MnTrL2Kk1jJ3UScZOI2Ps1F7GTu1n7NQ5xk2ts83FTp3Ijvra8gv4a+AS4KHyy/E/wLlUsum+Huur+RTZ7kavRXX2OYjil/kRYDXwa+ADwMTNnOdI4D8o/lFYCdwJvKXTn78L+jeBm+3jUfXx3wAXUpSD6KOor/xo+fnn0+BpM/u4Zf0/9B1/R4PtI+4z4B/LdivL/f4DOKLTn7XN/fhS4OvAPRQT+66neLLpOuA4KB4WqrOf32NfLXlh7DSSvtrS3/ZFdfbxd7V1/WvsNPo+NnbqbP8PfceNnUbXj8ZOvjr6wthpJH21pb/ti+rs4+9q6/rX2Gn0fWzs1Lm+H/p+GzeNvi+3qdjJEXeSJEmSJEmSJElSF5iw5SaSJEmSJEmSJEmS2s3EnSRJkiRJkiRJktQFTNxJkiRJkiRJkiRJXcDEnSRJkiRJkiRJktQFTNxJkiRJkiRJkiRJXcDEnSRJkiRJkiRJktQFTNxJkiRJkiRJkiRJXcDEnSRJkiRJkiRJktQFTNxJkiRJkiRJkiRJXcDEnSRJkiRJkiRJktQFTNxJkiRJkiRJkiRJXcDEnSRJkiRJkiRJktQFTNxJkiRJkiRJkiRJXcDEnSRJkiRJkiRJktQFTNxJkiRJkiRJkiRJXcDEnSRJkiRJkiRJktQFTNxJkiRJkiRJkiRJXeD/B935nRveuL30AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 887
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run -n main.py\n",
    "sizes = [10, 25, 50, 75, 100, 125, 200, 250, 300, 400, 500]\n",
    "paths = [\n",
    "    join(LOGS_DIR, f'{_}k_2k.txt')\n",
    "    for _ in sizes\n",
    "]\n",
    "\n",
    "scores = load_scores(paths)    \n",
    "show_scores(scores, sizes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABuEAAAIPCAYAAABt13PiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOzdeXidV33o++/SPFiyJcvzIDm2MzQDxJadEBPiEIZC4ECSJmGwC22hBcqBezi9BXoOp9BzWpJLOS30XAKBQCiBzANwgbYh4CQY4ljOTAbbiSXPo0Zbs7TuH3vL1jx5a/T38zz7ebfetd73XdtPor20fmv9VogxIkmSJEmSJEmSJCl10ia6AZIkSZIkSZIkSdJ0YxBOkiRJkiRJkiRJSjGDcJIkSZIkSZIkSVKKGYSTJEmSJEmSJEmSUswgnCRJkiRJkiRJkpRiBuEkSZIkSZIkSZKkFDMIJ0mSJEmSJEmSJKWYQThJkiRJkiRJkiQpxQzCSZIkSZIkSZIkSSlmEE6SJEmSJEmSJElKMYNwkiRJkiRJkiRJUooZhJMkSZIkSZIkSZJSzCCcJEmSJEmSJEmSlGIG4SRpjIQQNoUQYgjhwxPdFkmSJPsmkiRJkjS+DMJJkiRJkiRJkiRJKWYQTpIkSZIkSZIkSUoxg3CSJEmSJEmSJElSihmEkyRJkiRJkiRJklLMIJykMRdCqAwhxBDC+hDCghDCN0MIe0IITSGEl0II/yWEkNat/vUhhMdDCLUhhPoQws9CCBcMcv+LQwh3JO/ZEkI4GkL49xDCdcNs06IQwjdCCK8lr3+mW72YfJWFEC4IIdwVQjgYQmgOIbwcQvhCCCF7GP8GuSGEL4YQXkl+7sPJe60cyb+lJElSqoUQVoUQbgoh/CaEsDvZHzoWQtgUQvhICCF9kGuvCCHcF0LYG0JoDSHUhRB2hBAeCiH8Rfc+niRJ0mTXa7yoOITwv0MIu5L9o30hhG+HEBYMcn1ZCOFfkuM/jSGEhhDCthDCZ0MI+QNc033s6bwQwveTY1xtIYSHxu7TShoPGRPdAElnlGXAncB8oB7IBM4F/jdwFvCfQwg3AZ8FOoBGoAB4J3BZCGFtjHFH9xuGEP4cuIVTkwpqgVnA24C3hRDuAD4cY+wYoE1nA/cCJcnntQ1Q7zLgViA/2fYAnAP8HfDOEMJbY4zHB7i2ENgMXAy0AJ3AHOBG4K3Jz/XqANdKkiSNtf8AZiffNyZfxcAVydc1IYT3xBjbu1+U7Id9q9upRiAdWJF8vQf4PtA8pq2XJElKvcXA7UApiT5OBBYCHwHeEkJYFWOs6X5BCOFa4IdATvJUI5ANrEq+PpgcPzo0wDMvB74J5AENQPsA9SRNIc5KlDSe/gnYBbwuxjiTRHDqC8myvwwh/A3wGeD/AmbGGAuBC4FXSATW/r77zUIIl3EqAHcfsCTGWJSs+99JdJA2AJ8fpE1fBQ4A62KM+THGGcAf9VPvG8CLwEXJthcAfwI0AZeSCCQO5EtAEfCHJIJ4M4A3AXtJDHB9eZBrJUmSxtp/AO8HFiT7Q0Uk+isbgYMkJkT9l+4XhBDySPSjAL4LLO3Wl5oNvIPE5KvO8fkIkiRJKfUvQA1wWYyxayznPSQmf5fRa6wphLAGuIvEope/BxYnr8slMbG7gsQY178O8sxvAFuBC5NjYnnAf03dR5I0EUKMcaLbIGmaCyFUkpg5VAOcFWOs7VX+CPDm5I9/G2P8u17llwOPkVhFVhhjbO113Wbgit6r3UII/0CiU3QcWBRjrO+nTbXAuQPNQgohdP2SPAycF2Os7lX+YeB7JAaYlsUYd3cr20Ri9ngTieDdzl7XXkcieNjjc0mSJI2Fbn2TP4kx3j7Ma7r6YZUxxmXdzq8FtgAnSEyeGijrgCRJ0pTRbbzoEHB+jPFYr/L/CvwjsCvGeFa3878B1gEfizF2zxTQVV4MvAAsANbEGCu6lXWNPb0GXBBjbErph5I0oVwJJ2k8fbN3AC7pl8ljK/2vKNtMIo1RNonURl2dlyuT5V8eYODn5uR1M0jM4O7Pvw6SBqB326v7Of+vJFa0pQHXDnDtfb0DcEk/IbFa7+TnkiRJmkxijI+TnPEdQljYrahrclMmp1JZSpIkTRe39g7AJXXt0basa4+3EMJyEgG4WuC2/m6WHFP6RfLHtw7wzP9jAE6afgzCSRpPzw9w/nDyWNnfvmoxxk7gaPLHouTxYhL7skXg0f5uGmOsA7Ylf1w1wLN/N0Sbu2wa4BmdwONDPGPrANe2ceqzF/VXR5IkaTyEEK4PITwUQtgdQmgKIcSuF4lU35DYB6XLjuQrC/hdCOG/hBDODSGE8W67JEnSGOh3LAfY1+19Vx/psuRxBrA3hHCwvxdwY7LekgHuPdwxKklTSMZEN0DSGeXAAOc7hijvXiczeZyTPNb1F7jrZm+v+r0dGeTa7vYNo2ygZzQMcm1z8pg5SB1JkqQxEULIAO4Brul2uoXEBKiu/tccEhM487sqxBg7QggfIDEb/CwS2Qz+N1AdQvgV8APgp9H9DyRJ0tTU71hOjLG525yjrrGcBcljBjBvGPfOG+D8cMeoJE0hroSTNNVln+b17l8iSZLOZB8lEYBrBD4FLIkx5sQY58QY58cY5wP7k3V7rHJL7mWyEthAIkX3a0Ax8EfAj4GfhRDSx+djSJIkTZiuMfZnY4xhGK8PD3Afx6ikacggnKSpqmt2UG4IYaAVaACLe9UfrYXDKHPGkiRJmmquTx7/Z4zxX2KMe7sXJoNoJQNdHGNsijH+MMb4oRjjchKr4r5MImX4O4CPjVG7JUmSJotDyeNAaSYlncEMwkmaqp4mMbgDcGV/FUIIM4HVyR+fOs3nXTHAMwLwphQ9Q5Ikabx1TVh6eoDydUDOcG8WY9wVY/wb4O7kqX77UJIkSdNI115uxSGESya0JZImHYNwkqakGGM18Ovkj58NIfT3++yzJAaNjgM/P81HfjyEMKuf8xtIDF51Ag+c5jMkSZLGW13yeGHvguR+cf+rv4tCCFlD3LcpeTzd1OGSJEmTWozxZeCJ5I//Twghc6C6IYTcEIL9I+kMYhBO0lT2BRLBr1XAXSGExQAhhBkhhL8BPpesd1OMsf40n5UD/FsI4YLkMzJDCB8Cvpksvy3GuPs0nyFJkjTeHk4evxBCeE/XHm4hhHOBnwJrgRP9XPfOEMLvQggfDSGUdp0MIeSFED4KfDB56t/HsO2SJEmTxaeAFhLZkh4JIbyxa8J4CCE9hHBhCOF/kNhDd8EEtlPSOMuY6AZI0mjFGH8bQvgE8A0S+5n8UQihFigE0pPVfgjclILHfQL4NvB8CKEOyAW6ZoA/AXwmBc+QJEkab/8I3AAsBx4C2kIITST6Ux3AR4AvAvn9XHtp8kXymmZgFhCS5T8Hbh3DtkuSJE0KMcatIYRrgDuBy4HHgZYQwnES/aruq+NiP7eQNE25Ek7SlBZj/BawBvgRcACYQSKt0sPA9THGDTHGjhQ86rfAJcA9JGY2ReAV4H8A62OMx1PwDEmSpHGVTPF9KXALsDd5uolEQO6KGOPtA1z6K2Aj8H3geaARKACOkeiH/THw7hhj+5g1XpIkaRKJMf4COJtEOu+nSIwfzQLqSYwr3QSsjjFWTVgjJY27EKOBd0kaSAih65fkshhj5US2RZIkSZIkSZI0dbgSTpIkSZIkSZIkSUoxg3CSJEmSJEmSJElSihmEkyRJkiRJkiRJklLMIJwkSZIkSZIkSZKUYiHGONFtkCRJkiRJkiRJkqYVV8JJkiRJkiRJkiRJKWYQTpIkSZIkSZIkSUoxg3CSJEmSJEmSJElSihmEkyRJkiRJkiRJklLMIJwkSZIkSZIkSZKUYhkT3YDJLoSwCygEKie4KZIkaWBlQH2McdlEN+RMZ99JkqQpoQz7TpOCfSdJkqaEMkbZdzIIN7TC3Nzc4vPOO694ohsiSZL699JLL9HU1DTRzVCCfSdJkiY5+06Tin0nSZImudPpOxmEG1rleeedV7xt27aJbockSRrA6tWreeqppyonuh0C7DtJkjTp2XeaVOw7SZI0yZ1O38k94SRJkiRJkiRJkqQUMwgnSZIkSZIkSZIkpZhBOEmSJEmSJEmSJCnFDMJJkiRJkiRJkiRJKWYQTpIkSZIkSZIkSUoxg3CSJEmSJEmSJElSihmEkyRJkiRJkiRJklLMIJwkSZIkSZIkSZKUYgbhJEmSJEmSJEmSpBQzCCdJkiRJkiRJkiSlmEE4SZIkSZIkSZIkKcUMwkmSJEmSJEmSJEkpZhBOkiRJkiRJkiRJSjGDcJIkSZIkSZIkSVKKGYSTJEmSJEmSJEmSUswgnCRJkiRJkiRJkpRiGRPdAEmSNL1sP9TA5p1HOd7czoycDNatKOHseQUT3SxJkqRJyb6TJEnTh9/r6s0gnCRJSonNO4/ytUd28OSu6j5la5cV8+mrVrJuRckEtEySJGnyse8kSdL04fe6BmI6SkmSdNru3rqbjbdt6bezCfDkrmo23raFe7buGeeWSZIkTT72nSRJmj78XtdgXAknSZJOy+adR/n8A8/TGQev1xnhcw88x6KiXGd/SZKkM5Z9J0mSpg+/18ffVEv5aRBOkiSdlq89smPIzmaXzghff2SHHc4UCiEE4CPJ1/lAAF4CvgPcGmPs7OeabOCTwPuAc4B0YB/wO+CvYoxHxqf1kiSdeew7SZI0ffi9Pn6maspP01FKkqRR236oYcB0CwPZsqua7YcaxqhFZ6Q7gFuBMuBOEsG3POAW4PbelUMI84GtwD8CLcC3gf8XeAp4OzBvHNosSdIZyb6TJEnTh9/r42cqp/x0JZwkSRpSjJGGlnYO17dwuL6Zww0tHKpv5tevHB7V/TbvPDqpUwVMFSGEa4APALuAtTHGo8nzWcD9wMYQwkMxxgeS59OAe0isfvtPMcaf9rpfwElakiSlREdn5NjxFg7WN3OwrpmD9c38x+8Pjupe9p0kSZp8Nu88Oqrr3vN/NjMzN5OczDRyMtPJzkwnJyPxPiczjeyM9JNlOcmy7OT77G71cjLST73vVpbddW1GOpnpgcSf+lPXVE/5aRBOkqQzWIyR+qZ2Djc0c6i+pcfxcEPPgFtzW5+shqN2vLk9Zfc6w12TPH61KwAHEGNsDSF8AXgXibSTDySL3gtcDtzcOwCXvC4CHWPbZEmSpr7mtg4OdQuu9T4eqmvmUEMLHcPNTzUE+06SJE0Oh+ubqaiqYWtlNT9//sCo7tHU1kFT2/j86Z0W6BPUyx4o4NftffYwA36n7nGqLCMttYG/qZ7y0yCcJEnTUIyR2sY2DjU0J1avJQNpR5LHww3JQFt9Cy3tqQuuDdeMHLsgKTI/eXytn7Kuc5eHELJijK0kVs0B3BlCmEciSDcXOAj8R4xx35i2VpKkSS7GSF1TGwfrmzlQlwim9Q6yHapvpqaxbVzbZd9JkqTx19kZ2XH4OBVV1WyrrGFrVTV7qpsmulkj0hm7B/3Gp/+SFuixiu/kar/MtFPBu96Bwe4BwW5BveoTraNO+TlZsgjYi5MknVG2H2pg886jHG9uZ0ZOButWlEyaL+Xh6OyM1DS2DrhaLfFzC0caWmjtSG1wLSczjbkFOcwrzGZuQQ5zCrJJTwvc9ptdI77XZJqRNMV1rX5b1k/ZWcljRvL9y8Ca5Lm1wD+T2DuuS1sI4e9ijP9rOA8OIWwboOjc4VwvSdJ4a+/o5MjxlkGDawdTvPp/Vl4m8wtzmD8zh/mFOWSmp/GDJ6pGfB/7TpIkjb3mtg6e3VNLRVUNFZXVbKuqoX4MVqPf8xeXsrgoj+a2DprbOmlu76C5rYOWts7Esb0zWdZB88n3nbS0J49tHclrTtVr6adec1sH7SlalT8SnREaWztobJ24RDuTKZV3SoJwyf1DPpJ8nQ8E4CXgO8CtMcbObnU3AVcMccvvxhj/bBjPXQ/8epAqN8cYPzfUfSRJ09/mnUf52iM7+p09s3ZZMZ++auWEDm50dkaOnWg9uVqtb3rIFo4kg2yp7kDlZaUztyCbuYU5zC3IZl7yOLcwm3kFOcwtzGZOQQ6FORn9phN4fl/diGYlXbKseNJ0hKaBnwHvBz4TQrgrxlgNEELIBL7UrV5R8jg3ebwF+Bbwj0A1cFXy3P8MIeyNMd4+Dm2XJE0BU2UC04mW9pNpIE+uYusWXDtQ18zR4y3DTmU0lPS0wLyCbOYlg2vz+znOK8whJzO9z7WvHGqw7yRJ0iRw9HgLFZU1bKuqZmtlDb/fX0dbx+CdheyMNF63ZBblpUWsKSvmX361g6d21w77mZcsK2btstmn2/Rha+/oPBWg6x7cSwbzTpV1D+r1DOS1DBLwa24/FTzsKpuIwF9vkymVd6pWwt1BIr3RYeBOoBF4K4nBnMuAP+5W93Zg0wD3+c9AMfCLET7/0QHu+ZsR3keSNA3dvXX3oBu4Prmrmo23beGmay/ihjVLUvrsjs7IseMtQ+63dvR4a8r2DOkyIzvjZDCt+wq2ud2O8wpzmJF9et2BT1+1ko23bRnWoFZagE9dtfK0nqce7gI2Am8HXgwh/BhoBt4CLAB2A0uBrglRacnjL2OMf9ntPg+EENqAnwCfJ9FfG1SMcXV/55Mr5FaN+JNIkiaVyTKBqbMzUt3Y2mOl2sG6vnuwNaRwoCU/K33Q4Nr8whxmz0hkBBgN+06SJI2/GCOvHjlBRWU1FVU1bKuqYdfRE0NeNzs/i/KyIspLi1ldVsQFC2eSlZF2sjwrI21Sf69npKeRkZ5G/mmO/YxEe0dnn4BfV4Cu7yq+ngG/3kG9Vw418NKBhhG3YTKl8j7tloQQriERgNsFrI0xHk2ezwLuBzaGEB6KMT4AMNDM6hDCOcDfAoeAH4+wGZtijF8c1QeQJE1rm3ceHTQA16UzwuceeI5FRbnDGlBq6+jk6PGWHvutdQ+sdQXcjqVwxnWXgpyMU6vVkivX5vRYwZY4jlcHa92KEr587YVD/junBbjp2otMp5RCMcaOEMK7gc8AG4APkQjCbQKuA+5LVj2cPNaSWA33YD+3+znQCpwdQpgZY6wbw6ZLkiax8ZrA1NreyaH6wYNrh+tTm2K7ZEYW8wpzWJBcqXYysNYtyFaQk5my5/XHvpMkSWOvpb2D5/fW9UgtOZw9XZfPyae8tDgReCsrpmx2Xr9Zgbr4vd5XRnoaM9LTTnvSNySyMrztnx4b8XWT6d85FaNz1ySPX+0KwAHEGFtDCF8A3gV8EnhgiPv8efL4vRjj+O5wLEmatr72yI5hB8E6I/zzL7dTVpJ/KpjWz35rhxuaOXailZji4NrM3MxTq9V6p4cszE4G3XLIzeqb1mii3bhmKYuL8vj6IzvY0s+M+UuWFfOpCU75OV0l+003J18nhRBygJXA0Rhj18Z9r5AIwvXJlZEM6NUDJUAuYBBOks5AqZjAFGOkoaW9Z2rIXsG1rkwAqZKVnsbcwuwBg2vzkq/uM9cnkn0nSZJSq/pEK9uqaqioqmZbZQ3P7a0bciJPVnoaFy2eyequlW6lRRTnZ4342X6vj52z5xWwdlnxlE7lnYog3Pzk8bV+yrrOXR5CyIox9tvDDiFkk0hZGYFvj6INK0IInwQKgYPA4zHGHaO4jyRpGtk+wv02ALZW1rDupl+ltB1FeZl9V6v1CK4lyvrbM2QqWbeihHUrSqbM3jFngPcBWSRShXf5JXA5cAFwd/fKIYR5JAJwx4GjSJLOSCOdwPQ3Dz7P1RcuOLWCLRloa2ztSFmbCnIyegTXFszM6ZMusjg/a9BZ6pORfSdJkkYnxkjlscZEasnKRODt1SNDp5YsystkdWlihVt5aREXLJqZsrEYv9fHzlRP5Z2KIFzXIM2yfsrO6vacs4CXB7jHtSQGfR6OMfYXzBvKB5Ovk0II9wMfjTHWDOcGyf1L+nPuKNojSaPiF3X/umZT1zW2UdfURn1TG7VNifddr9rGxPmTPze1cqShZUzbVTIjizkFXavVTu27NqfbfmtzZmRPmhnX4+XseQX+dzuOQgiFMcb6XudeD3wFqAFu6lb0XeCzwF+GEL7X1e8KIaQn6wPcG2OcPDsYS5LGVGdnpL65jeoTrTy3t27EE5iqjjXyjU2vjurZaQHmFGSfXKnWI7jWbSVbXtbk2dNjLNh3kiRpcK3tnbywv45tyYDbtqqaYa2oX1aSnwi6JQNvy+fkj/mkHb/XU2+qp/xMRU/2Z8D7gc+EEO6KMVYDhBAygS91q1c0yD26UlHeOsJnHwE+l2xDJZADlAP/QGIflPkhhDfFGFOXQF6SxsBk2fh+LMUYaWztOBkw6wqW1ScDZqcCau3UNrb2CKjVNbWlfF+1weRnpVNWkn9qtVq31JBzCxOBtpIZ2WSmn1nBNU1aD4cQmoAXgAbgPOBqoAl4d4xxf1fFGOPeEMIngO8Bz4QQHgSqgfXA64HtwF+Pb/MlSanS3tFJXVMbNY2t1DQmAmu1ja1Un2ijtrGVmm7vqxtbqW1MvB+LflZOZlq/wbWTK9pmJiYrZdifkiRJvdQ1tvHU7hq2VlZTUVXDs3tqaWkffIg/Mz1w/sKZrCkrYnUyteScguxxarHG2lRO+ZmKINxdwEbg7cCLIYQfA83AW4AFwG5gKdDv/yUhhJUkBn4OAT8eyYNjjL8Hft/t1HHg30IIvwWeAdYB7x7OfWOMqwdo3zZg1UjaJUkjMV4b36dCjJHmts5eK9BaewXUegbP6praTq5gax/PSNpp+Ku3n8OfrOtvgbc0Kd1HIvXkBhJ7ue0jMbHpyzHGvb0rxxi/H0KoIjGR6T8B+ST6a18B/iHG2Ge/OEmarKZzFoHW9k5qm1qpOZEMqp1IBNa63ncF0bqX1TVNzPbqbzhrNu+9eOHJ4Nr8whxm5mZOufSQkiRp/MUY2VPdREVVIuBWUVnN9kPHh7yuMCejR2rJ1y2ZNeW3+dDgpmrKz9MOwsUYO0II7wY+Q2Lw50MkgnCbSKxGuy9Z9fAAt+haBfe9GGNK/mKIMdaHEH4E/DfgTYwwuCdJ4yUVG9+PRkt7R4/gWPeUjkMF1FqHmHk0VvKy0pmZmznga1ZeJoU9fs7i6PEWrv/m70b8rMk4a0YaSIzxK5xKJTncazaR6KtJ0pQ01bIINLd1JINlp1ah1TS2JYNnvQJsyXrHW8YvM3BBdgZF+Vm0d3ayv7Z5xNe/7fx53Lhm6Ri0TJIkTTdtHZ28dKCerZU1bKtK7Ol2eBjbiSwpzmVNaTGry4ooLy1m5dwZpKU54edMNNVSfqYksXoyeHZz8nVSCCEHWAkcjTHu6n1dCCGLRNAuAt9ORVu6OZI85qf4vpKUMiPd+P7rj+w4OaDU1tHZ72qz/oJqXakdu9I+NrdNTCAtOyONWXm9A2hZ3d5nMDMvk1m5WT0CajNzM0e1r9qyknzWLise0d4mlywrnlJf5JIknWkmMotAjJGmto5kmsdEuseaxlPvEwG2ZKCtW52mto6UtmMwM3MzKc7PYlZeJsV5WczKy6I4PzN5zKIoL5OivCyKknVm5Wad7GdtP9TA2/7psRE/czIFPCVJ0uTS0NzGU7tr2VZZzdbKGp7ZUztk3yg9LXD+wkJWlxaxJrnSbW5hzji1WEqtsd7d+H1AFnDnAOXXAHOAh2OMr6X42Zcmj6m+rySlxPZDDSPe+H7LrmrW/P0vaWxp50Tr+A3mdJeVnpYMkGUwKy9r0NVpiYBa4n1hbuaEpAX49FUr2XjblmEFO9MCfOqqlWPfKEmSNCqpzCIQY+R4S/vJdI+J9I499087WdYVUGtsHbesAGkBivISgbKuoFlRXmbymJUMsHUF3BIBtpm5maSfxozws+cVOIFJkiSdln21TVRUJla4VVTV8PLBeuIQfbcZ2RmsKi2iPPl6/dJZ5GWNdehCGh8p+S85hFAYY6zvde71JFIj1QA3DXBpVyrKbw1x/xKghMSKuqPdzpfHGCv6qb8BuBFoBe4Z7ueQpNGKMdLY2kFtUyKtUNcqtJrkfmk1J1qpTe6fVtuYSPN4oLZpVM86Mowl+kPJSAsnA2WF3dI5Dh5MSwzs5GSmTan9PdatKOHL11445IBdWoCbrr3ImdySJE1iI80i8PkHnuNdFy3sEVCrSaaCrG1spa1jfParzUgLp4JoeVk9g2oDBNgKcjImJMWSE5gkSZq+Ur2XVkdn5KUD9WyrqmFrZTXbqmo4UDd0autFs3KTq9yKWF1azDnzC05rIpE0maUqnPxwCKEJeAFoAM4DrgaagHfHGPf3viCEsAK4EjgE/GSI+38S+FvgS8AXu52/L4TQDlQAe4EcYA2wFmgH/iLGWDnqTyWph6m26eVoNbV2UNt0aqP7usa2xEBN8tzJQFryXE1jIhVka8f4pnhMC1CY23Ol2cDBtKyTwbSZuZnkZ6VPqUDa6bpxzVIWF+Xx9Ud2sKWfmd2XLCvmU5Ns7xhJktTTtqrqEWcR2F3dxDc2vZrSdmRlpPVYhZYIonUPriVTP3b7eUZ2xpTpezmBSZKk6SdV++meaGnnmT21JwNuT++uHXIf27QA5y0opLy0iNXJ1JILZ+WO+rNIU02qgnD3kUg9uQHIBfYBtwJfjjHuHeCajwIB+F5yT7nRuAV4C7COxEq5kHz27cA/xxifHeV9JXUz1Ta+79LS3nEyWFbT2C2A1nQquNZjtVqyTss4pRgarU9ftYI/u/wsZmRNzOzoqWrdihLWrSg5Y4LJkiRNNTFGjhxvYfexRiqPNbL72AkqjzVSdewEVdWN1DaO9s/GgeVmpp/aP60rrWPeqf3Tugfaut7nZk7/yUxOYJIkafo4nf10D9Y1U1HVlVqympcONNAxxHL5vKx0Ll46i/LSYsrLinj9klkU5GSm6uNIU05KgnAxxq+QSD05kms+C3x2mHW/SM8VcF3nbwZuHslzJY3MRG5836W1vZPapm4r0k6mdOxardZGXVMixVD3lI9DbfKaatkZaScHaLo2uZ+VHMRJ7OWRWJFWlDxXfaKF9397y4ifc/VFCym08zJqZ88rMOgmSdIE6eiMHKhrOhloqzp2gqpjjVQeO8Hu6kYax2DP28uWz+YdFy6gKC8zuYLtVIBtIvarnRj1LcUAACAASURBVCqcwCRJ0tQ3kv10P3v/c3TESHtnZFtlNRVVNeytGXorlXmF2ZQnV7itKSvm3PkFZKSnpegTSFOfuxtKGlAqN74HaO/oTAbJeu6N1vW+prHXvmnJeifGYDBmMFnpaf0E0hIphmYmj7NyTwXXuspGPojjxveSJGn6aW3vZG9NI1XJIFvlsUZ2VycCbXurm0adwjsjLdA+3A3hunnrH8xj46Wlo3qmnMAkSdJUNpL9dCPw+QeeH7ROCHDOvALKy4ooLy1mdWkRi4typ32WAOl0GISTNKCRb3z/PO99/cLk/mm9VqydaKNhiBzRqZaRFk6tRMvtuSLtZACtW5BtVl5ildp4phhy43tJkjQVNba2JwJrRxvZXZ0MtCVXtO2vbRp2H7K3gpwMymbns3R2HmWz8ygtzqd0dh6ls/OpbWrlD//58RHf05SJkiTpTLT9UMOI99PtLSczjdcvOZVa8uKlRczMNTuTNBIG4ST1azRf1LurG/n6r3amvC1pgW5Bs/5WpHUPsGUxMzeTovws8rMm/34dbnwvSZImq7rGNqpOBth6BtoON7SM+r4lM7IonZ1PaXEiuJYIsiXeF+VlDth/mz8zxywCkk5LSPyC+UjydT4QgJeA7wC3xhg7u9VdD/x6kNvdHGP83Ni1VpJGL8bIj5/ZN6prz1tQwHWrFlNeVsz5CwvJNLWkdFoMwknq1+adR1N+zxBIBMi6AmXJ4FnXud4r0mblJoJtBdkZpKVN7mDa6XDje0mSNBFijBw53nJyf7auQFtVdSKNZG1j26juGwIsKMzpFmDrGWibkT36P0PNIiDpNN0BfAA4DNwJNAJvBW4BLgP+uJ9rHgU29XP+N2PTREkaudb2Tn6/v46Kyhq2VlazraqGYydaR3Wvd16wgI9cflaKWyiduQzCSerXsVHObn7DWcW87fz5J1erzeoWYCvMyZzWwbTT4cb3kiRNP5Phe72jM3KgrulkoK2q+gRVRxOr2XZXN9I4yr13M9ICi4tyewbaivMoK8ljcVHeKPbKHR6zCEgarRDCNSQCcLuAtTHGo8nzWcD9wMYQwkMxxgd6XbopxvjFcW2sJA2hvrmNp6pq2FaVCLo9s6eW5rbR7bvb24wcQwZSKvl/lKQeDjc0893fVPK9zbtGdf3bzp/Pn6xbluJWnTnc+F6SpKlv886jfO2RHf2mTVy7rJhPp3iFe2t7J3trkivYjp5IrmRLBNr2VjfR2jG6AZnsjLQeAbbSkmSgbXY+C2flkDFBqYnMIiBplK5JHr/aFYADiDG2hhC+ALwL+CTQOwgnSRPuQF0TWytrqKisZmtlDS8frCcOkRmgIDuDhpb2ET/LPpSUWgbhJAGw+1gj33rsVe7dtpfW9tHPnPGLWpIkncnu3rp70FVaT+6qZuNtW7jp2ou4Yc2SYd+3sbWd3cngWlWv/dn21zYNKz1jfwqyMygt6baSbXY+S2cnjnMLsidtFgOzCEgahfnJ42v9lHWduzyEkBVj7J7DbUUI4ZNAIXAQeDzGuGMM2ynpDNfZGdl+uOFk0K2isoZ9tU1DXrekOJc1pcWUlxWzpqyI5XNm8L5vP+F+utIEMwgnneFeOlDPNx99lZ8+u7/P4E1OZtqIlrL7RS1Jks5km3ceHTJNIkBnhM898ByLinJ7TGCqa2yjqvpEj/3ZugJth0eZKhygZEYWS3sF2LpWuBXlZRLC5Ay0DYdZBCSNQNfqt/5St3RtfpSRfP9yt7IPJl8nhRDuBz4aY6wZ7sNDCNsGKDp3uPeQND01t3Xw3N46tlZWU5Hcz62+efAVbGkB/mBhIeWlxZSXFVFeWsz8mTl96rmfrjTxDMJJZ6itldXcsulVfvXy4T5lr1s8k4+vX0F+djof+u6TflFLkiQNw9ce2THsFWmdEf76vmdZXVqcTB95gtrGtlE/e+HMnG4Btq4gWx5Li/MoyMkc9X0laRr5GfB+4DMhhLtijNUAIYRM4Evd6hUlj0eAzyWvqwRygHLgH4DrgPkhhDfFGFOzCZOkM0b1iVa2VXWllqzm+X11tHUM3onMzUzn4qWzTq5yu3hpETOyhx7adz9daeIZhJPOIDFGNr1yhG9s2snWyr4T9t64ooRPrF/OG5bPPjkj2i9qSZKkoW0/1DCiVD8A+2qb2Ve7f1h1M9ICi4tyuwXYkukjS/JYXJRHTmb6aJotSWeSu4CNwNuBF0MIPwaagbcAC4DdwFKgEyDG+Hvg992uPw78Wwjht8AzwDrg3cCPh/PwGOPq/s4nV8itGsXnkTQFxBjZU92UWOVWldjPbefh40NeVzIjmzVlRZSXFVNeWsQfLCwkc5T78bqfrjSxDMJJZ4D2jk5+9vwBbtn0Ki8fbOhRFgL84fnz+dgVy3ndkll9rvWLWpIkaWibdx4dutIQsjPSegTYSktO7dO2cFYOGaMceJEkQYyxI4TwbuAzwAbgQySCcJtIrGy7L1m1b7qYnvepDyH8CPhvwJsYZhBO0pmhvaOTlw409Ai6HRlGWvGz5uQn93MrYk1ZMaWz81KaMtz9dKWJYxBOmsaa2zq4b9tebn3sNXZXN/Yoy0wPXHPxIv78TctZMXfGoPfxi1qSJGlgMUZ2Hhp6RnN/3vYH8/jTNy6jbHY+cwuySUubuvuzSdJkF2NsA25Ovk4KIeQAK4GjMcZdw7jVkeQxP7UtlDTVnGhp5+ndtWxN7uX21O4aGls7Br0mIy1w4eKZrCkrZnVpEeWlRcyekT0u7XU/XWn8GYSTpqGG5jbueGI3t/1mF0eP95xtk5uZzvvXLuUjly9j4azcEd3XL2pJkqRTqk+08uDT+7i3Yk+fbAPD9Ybls7n0rNkpbpkkaYTeB2QBdw6z/qXJ42tj0xxJk9Xh+mYqqmoSK90qa3jxQD0dQ2wKXJCdwarSopPpJV+3eBa5WaYSl84UBuGkaeTo8Ra++5td/OCJKhqa23uUzcrL5ENvKOPDl5VRlJ81QS2UJEma2jo6I4/tOMK9FXt4+MVDtHUMPugyFFN6S9L4CSEUxhjre517PfAVoAa4qdv58hhjRT/32ADcCLQC94xtiyVNpBgjrx45ztbKGioqa6ioqqbqWOOQ1y2YmcOasuKTQbez5xWQbrYD6YxlEE6aBvZUN/Ltx1/j7q17aGnv7FE2vzCHj1y+jPevXUp+tv/LS5IkjUbVsRPcW7GX+7bt5WB9c5/y3Mx08rPTOXq8ddj3vGRZsVkGJGl8PRxCaAJeABqA84CrgSbg3THG/d3q3hdCaAcqgL1ADrAGWAu0A38RY6wcx7ZLGmMt7R28sK+eisrEXm7bqqqpaWwb9JoQ4Jx5BSf3cisvK2bRCDNPSZreHJGXprBXDjbwzUdf5SfP7u+z9P2sknw+dsVy3nPxQrIzXOIuSZI0Uk2tHfzihQPcU7GHJ16r7rfO65fM4sY1S3jXRQt4bm8dG2/bwhAZiQBIC/Cpq1amuMWSpCHcRyL15AYgF9gH3Ap8Oca4t1fdW4C3AOuAEiAk698O/HOM8dlxarOkMVLX1MZT3VJLPrO3ltZek9t7y85I43VLZp1c5bZqaREzczPHqcWSpiKDcNIUtK2qhls27eSXLx3uU3bhopl8Yv1y3nb+fJe6S5IkjVCMkef21nF3xR5++sx+Glra+9SZnZ/FtasWcX35kh4r2datKOHL117I5x94ftBAXFqAm669yFSUkjTOYoxfIZF6cjh1bwZuHtsWSRpP+2qbkqvcEkG3Vw41EIeYPFWUl0l5WTHlpYmg2wWLCp3sLmlEDMJJU0SMkUe3H+Ebm17lyV19Z2Jftnw2H1+/nDeuKCEEg2+SJEkjUX2ilQef3se9FXt4+WBDn/K0AOvPmcsN5Ut487lzycpI6/c+N65ZyuKiPL7+yA629NNnu2RZMZ+6aqUBOEmSpF62H2pg886jHG9uZ0ZOButWlIw6dXdHZ+SVgw1UVFUn93Sr5kBd35TivZXOzqO89NR+bsvn5DvOJum0GISTJrmOzsjPnz/ALZte5cUD9X3K337+PD52xXIuXlo0Aa2TJEmaujo6I4/tOMK9FXt4+MVDtHX0nQq9rCSf68sXc92qxcwrzBnWfdetKGHdipKUDiRJkiRNV5t3HuVrj+zod9L52mXFfHoYE5iaWjt4dm/tyf3cnqqq6TejQXfpaYHzFxZSXlpMeVkR5aVFzB1mf0+ShssgnDRJtbR3cP+2fXzrsVepOtbYoywjLfCe1y/i4+vPYsVcB3IkSZJGourYCe6t2Mt92/ZysL7vjOjczHTeeeECblyzhDVlRaOe/Xz2vAKDbpIkSYO4e+vuQVN5P7mrmo23beGmay/ihjVLTp4/dryFiqqak0G3F/bV0T7Exrx5WemsWlpEeVkRa8qKef2SWeRnOzwuaWz5W0aaZI63tPOjLVV85/FdHG5o6VGWk5nG+9Ys5aNvOotFs3InqIWSJElTT1NrB7944QD3VOzhidf6zrIGuHjpLG4sX8LVFy2gICdznFsoSZJ0Ztm88+iQe+kCdEb47P3PsfPIcWobW6moquG1IyeGvP+cgmzWlnWtcivmvAUFZKT3n1JcksaKQThpkjh2vIXbf1vJ939bSX1zz+XyhTkZfPiyMj50WRmzZ2RPUAslSZKmlhgjz+2t4+6KPfz0mf39piSanZ/FtasWcUP5Ela6ak2SJGncfO2RHUMG4LpE4NbHXhu0zsq5M04G3NaUFbOkONf93CRNOINw0gTbW9PIdx7fxV1bd9Pc1tmjbG5BNh+9/Czef8lSZrg8XpIkaViOHW/hwaf3cW/FXl451NCnPC3AlefM5fryJbz53LlkZTgjWpIkaTxtP9TQ7x5ww5WZHrho8axEasnSYlaXFlGUn5XCFkpSajiqL02QHYcauOXRV/nJM/v75Kwum53Hx65YzjWrFpGdkT5BLZQkSZo6Ojojj+04wj1b9/DLlw7R1tF3WvWyknyuL1/MdasWM68wZwJaKUmSJEikohyNN587l49dsZyLFs8kJ9MxM0mTn0E4aZw9vbuGb2x6lYdfPNSn7PyFhXx8/XLeccEC0tNcLi9JkjSUqmMnuKdiD/dv28fB+uY+5bmZ6Vx90QJuKF/CmrIiUxJJkiRNsI7OyLN7akd17cVLZrF2WXGKWyRJY8cgnDQOYow8vuMot2x6ld+9dqxP+SXLivnElSt408oSB4YkSZKG0NTawS9eOMDdW/ewZYA0RquWzuKG8iVcfdECCnIyx7mFkiRJ6u1IQwv3VOzhR1t2s6+2aVT3mJHjcLakqcXfWtIY6uiM/NsLB7nl0Z28sK++T/lbzpvHx9cvZ3Vp0QS0TpIkaeqIMfLs3jruqdjDT5/ZT0NLe586s/OzuHbVIm4oX8LKeQUT0EpJkiR1F2PkyV3V/OCJKv799wf7TRk+EutWlKSoZZI0PgzCSWOgpb2DB5/ax7cee41dR0/0KEtPC7zndQv52PrlnO3gkCRJ0qCOHW/hwaf3cW/FXl451NCnPC3AlefM5YY1S3jzuXPJTE+bgFZKkiSpu4bmNh58eh93PFHF9kPH+5QX52eRnZHGgbq+6cQHcsmyYsfSJE05BuGkFDrR0s6dT+7m24+/xqH6lh5l2RlpvG/NEj5y+VksKc6boBZKkiRNfh2dkce2H+Geij388qVD/c6YXlaSz/Xli7lu1WLmFeZMQCslSZLU24v767ljSxUPPb2PxtaOPuWrS4vYcOlS3nHBArZV1bDxti10DmNxXFqAT121cgxaLEljyyCclALVJ1q5/beVfP+3ldQ1tfUoK8jJ4ENvKOPD68oomZE9QS2UJEma/KqOneCeij3cv20fB+v7zorOzUzn6osWcOOaJZSXFrmXriRJ0iTQ3JbYr/cHv6viqd21fcrzstJ578WL2HBJKX+wsPDk+XUrSvjytRfy+QeeHzQQlxbgpmsvMhWlpCnJIJx0GvbXNvHtx1/jrif30NTWc3bPnIJs/uyNy/jgJUspyMmcoBZKkiRNbk2tiUGbu7fuYcuu6n7rrFo6ixvKl/Cu1y1kRrZ/wkiSJE0Gu4818sMnq7hn6x5qGtv6lJ89bwYbLi3lmosXDTg2duOapSwuyuPrj+zoty94ybJiPnXVSgNwkqYs/4KVRmHn4eN889FXeejpfbT3mqqztDiPv7jiLK5btZiczPQJaqEkSdLkFWPk2b113L11D//fs/tpaGnvU6dkRhbXrlrMDeWLWTHXvT8kSZImg47OyK9fPswPnqjisR1HiL1WsGWmB/7wggVsuGQpa5cVDytzwboVJaxbUcL2Qw1s3nmU483tzMjJYN2KEveAkzTlGYSTRuDZPbXcsulV/v3Fg306GectKOTj65fzzgvmk5GeNjENlCRJmsSOHW/hwaf3cU/FHrYfOt6nPD0tcOU5c7i+fAlvPncumfapJEmSJoUjDS3cvXU3dz65h321TX3KF83K5QOXLOWG8iXMKRjddixnzysw6CZp2jEIJw0hxsjmnce45dGdbN55rE/52rJiPn7lctafPcd9SSRJknrp6Iw8tv0I91Ts4ZcvHaKto++GH2eV5HN9+RKuXbWIeYU5E9BKSZIk9RZjZMuuau54oop///3BPv24EOCKs+ew8dJS1p8zl/Q0x8UkqTeDcNIAOjsj//HiQb6x6VWe21vXp/yqc+fy8fXLKS8rnoDWSZIkTW6VR09w77Y93L9tHwfrm/uU52am866LFnDDmiWUlxY5mUmSJGmSqG9u48Gn9nHHE1XsONw3e0FxfhY3lC/hA2uXsnR23gS0UJKmDoNwUi+t7Z089Mw+vvnoq7x25ESPsvS0wLsvWsDH1i/n3PmFE9RCSZKkyamptYOfP3+Aeyr2sGVXdb91Vi2dxY1rlnD1RQuZke2fI5IkSZPF7/fXcccTu/nxM/tobO3oU766tIiNl5byjgvnk52RPgEtlKSpx796paTG1nbufHIP33n8NQ7U9ZytnZWRxg3li/nzy5c7w0eSJKmbGCPP7Knlnoq9/PTZ/Rxvae9Tp2RGFtetWsz15YtZMdd9PiRJkiaL5rbEJKo7nqjiqd21fcrzstK55uJFbLi0lPMWOCFdkkbKIJzOeDUnWvn+7yq5/beV1Da29SgryM5gwxtK+dN1y0a9qawkSdJ0dOx4Cw8+vY97Kvaw/VDfNEXpaYErz5nDDeVLuPLcuWSmp01AKyVJktSfqmMn+NGW3dxTsYeaXuNhAOfMK2DDpUt578WLKMjJnIAWStL0kJIgXEhs4PCR5Ot8IAAvAd8Bbo0xdnaruwm4YohbfjfG+GcjeP67gL8CLgbSgd8D34gxfn8EH0NT3PZDDWzeeZTjze3MyMlg3YoSzp438EzrA3VNfOfxXdz55O4+S+xLZmTxp29cxoZLSym0oyFJkqahkfadANo7Onl8x1Hu3rqHX750iPbO2KfOWSX5XF++hOtWLWJuYc5YNV+SJEkj1NEZ+dXLh7njiSoe3X6kT3lmeuAdFyxgw6WlrClzz15JSoVUrYS7A/gAcBi4E2gE3grcAlwG/HG3urcDmwa4z38GioFfDPfBIYRPAv8CHEu2oxX4I+D2EMKFMca/GsHn0BS0eedRvvbIDp7sZ9+RtcuK+fRVK1m3ouTkudeOHOdbj77GA0/vpa2j58DRkuJc/vxNy7l+9WJyMs1tLUmSpp+R9p0AKo+e4N5te7hv214O1bf0uS4vK52rL1zADWuWUF7qgI0kSdJkcrihmXu27uHOJ/ewr7apT/miWbl84JKl3FC+xExQkpRipx2ECyFcQyIAtwtYG2M8mjyfBdwPbAwhPBRjfAAgxnj7APc5B/hb4BDw42E+uwz4R6AaKI8xVibP/x2wFfivIYT7Y4y/G+XH0yR399bdfP6B5+lnEjYAT+6qZuNtW7jp2os4b0Ehtzy6k1+8cJDYq/658wv4+PrlXH3hAjJMlSRJkqapkfSd3vW6Bfzi+YPcXbGn34AdwOrSIm4oX8zVFy1kRraZ7iVJkiaLGCNbdlVzxxNV/NsLB/tkMAgB1p89hw2XlrL+nLmkpzmJSpLGQir+Ur4mefxqVwAOIMbYGkL4AvAu4JPAA0Pc58+Tx+/FGPsmIu7fnwLZwM1dAbjks2tCCP8A3AZ8DDAINw1t3nl00EGkLp0R/vr+5/otW11axCfWL+fN5851xrYkSZrWRtp3+h8/eYHmts4+5SUzsrhu1WKuL1/MirmDp6+UJEnS+KpvbuPBp/ZxxxNV7Djcd9/e4vwsbihfwgcvWcqS4rwJaKEknVlSEYSbnzy+1k9Z17nLQwhZMcbW/m4QQsgmkbIyAt8ewbPfnDz+Wz9lv+hVZ1AhhG0DFJ07gvZoHH3tkR1DDiIN5Mpz5vDx9StYu6w4tY2SJEmapEbad+oegEtPC1x5zlxuKF/MlefOJdPMAZIkSZPK7/fXcccTVfz4mf00tnb0KS8vLWLDpaW848L5ZGe4BYskjZdUBOG6Vr8t66fsrG7POQt4eYB7XAuUAA/HGPsL5g3knORxe++CGOOBEMIJYHEIIS/G2DiC+2qS236oYcC0SINZf84c/vrt5/IHCwvHoFWSJEmT02j7TouLctlwaSnXXryIuYU5Y9AySZIkjVZzWwc/f/4AP3iiiqd31/Ypz89K570XL2LDpaWct8CxMEmaCKkIwv0MeD/wmRDCXTHGaoAQQibwpW71iga5R1cqyltH+OyZyWPdAOV1QH6y3qBBuBjj6v7OJ1fIrRphuzTGNu88OnSlflxx9hwDcJIk6Ywz2r7Tn64r40/feNbQFSVJkjRuqo6d4IdbdnNvxR5qGvvu6nPOvAI2XLqU9168iIKczAlooSSpSyqCcHcBG4G3Ay+GEH4MNANvARYAu4GlQN8NJYAQwkpgPXAI+HEK2qMzwPHm9nG9TpIkaSobbR/oREvfVEaSJEkafx2dkV+9fJgfPFHFY9uP9CnPTA+844IFbHxDKeWlRYQQJqCVkqTeTjsIF2PsCCG8G/gMsAH4EIkg3CbgOuC+ZNXDA9yiaxXc92KMfaduDK6ORBrLmcCxfsqHWimnKWpGzuj+0x3tdZIkSVOZfSdJkqSp6XBDM/ds3cOPtuxmf11zn/JFs3L54KVLuaF8CSUzsieghZKkwaTkr+pk8Ozm5OukEEIOsBI4GmPc1fu6EEIWiaBdBL49ike/QiIIdzbwu173XkAiFeVe94ObftatKBnX6yRJmqxCYorrR5Kv84EAvAR8B7g1xtjZre564NeD3O7mGOPnxq61mij2nSRJkqaOGCNbdlXzgyeq+PcXDtLeGXuUhwDrz57DxjeUcsXZc0lPc9WbJE1WYz219X1AFnDnAOXXAHOAh2OMr43i/r8C1gF/SK8gHPCObnU0zZw9r4C1y4p5clf1sK+5ZFkxZ88rGMNWSZI0Ie4APkAi68CdJPbBfStwC3AZ8Mf9XPMoiawFvf1mbJqoiXb2vAJWLZ3FU7trh32NfSdJkqTxVd/cxgPb9vLDLbvZcfh4n/Li/CxuKF/CBy9ZypLivAlooSRppFIShAshFMYY63udez3wFaAGuGmAS7tSUX5riPuXkFjxdjTG2H1X+e8Bfw18MoTwvRhjZbJ+EfA3yTrfHMFH0RTyzgvmDzsIlxbgU1etHOMWSZI0vkII15AIwO0C1nb1k5LZBu4HNoYQHooxPtDr0k0xxi+Oa2M1oVraO2hqHf7+bvadJEmSxs8L++r44ZYqHnp6P01tffts5aVFbHxDKX94wXyyM9InoIWSpNFK1Uq4h0MITcALQANwHnA10AS8O8a4v/cFIYQVwJXAIeAnQ9z/k8DfAl8Cvth1Msa4K4TwfwNfBypCCHcDrcAfAYuBr8YYe6+Q0zSwt6aR//PrncOqmxbgpmsvMp2SJGk6uiZ5/Gr3iUoxxtYQwheAd5HoR/UOwukMEmPks/c9x0sHG4ZV376TJEnS2Gtu6+Bnzx3gji1VPN1PtoL8rHSuWbWID15SynkLCieghZKkVEhVEO4+EqknNwC5wD7gVuDLMca9A1zzURJ7lnwvuafcqMQY/yWEUAn8FYl0S2nAi8B/jzF+f7T31eR1vKWdP7u9gqPHWwGYkZ3B8jn5PLu3rk/dS5YV86mrVjqIJEmaruYnj/2l9e46d3kIISvG2NqtbEUI4ZNAIXAQeDzGuGMM26kJ9E8Pb+ehZ07NiXvfmiXsOnqCLf1kFLDvJEmSNLaqjp3gh1t2c2/FHmoa+w6JnjOvgA1vKOWaixcxI3usdxKSJI21lPwmjzF+hUTqyZFc81ngs8Os+0W6rYD7/9m79/CqqjPx49+VhBDuEBDwAgoCgoqiCDhS2yqo01pbL51qrdRexml/rdWpnXZ0Wlt1Ooq1TtXpjDNWq622qFWq49h2VKwdwZaLd0Uk3ERQLuF+C7mt3x/n5OQQQ24k2TnJ9/M859ln7b323u95+COb/a71rnqOPwE80Zz7KzdVVUeumPUyb69PjeTulh/4+RcmMXlEMUvX72DeslJ2llXSu6iAqaMGuY6JJKmzq5n9NqKeYyPT24L09yVZxz6X/mSEEB4FLosxbmnKjUMIL+7n0NimnK/28fCid7nj2drqARdPGc6/nHssIQSfnSRJktpJZVU1zy7ZwAPzV/N/Szd+4Hi3/MDHxx/MJScfzkmHDyCEkECUkqS24HAK5ZSbfvcWzy7ZkGnfeN54Jo8oBmDMkD6+OJIkdTVPAp8FrgohPBhj3AwQQuhGqox3jQHp7Ubg6vR5q4Ai4CTgRuACYGgI4cMxxur2CV9taW5JKf80+/VM+yNjDuKGTx6Teanjs5MkSVLTtWQA04YdZTy04F1+vWA1728r+8Dxwwb04OIpw/nMScMY1Lt7W4UuSUqQSTjljAcXrObuuSsz7a98ZCR/c9KwBCOSJClxDwIzgLOAxSGEx4EyYDpwMLAaGA5UA8QY3wTezDp/J/CHEMILIOeceQAAIABJREFUwCvAVOAc4PHGbhxjnFjf/vQMuRNb+HvUSt5et4P/98CLVFZHAMYd3Jd//9yJFOTnJRyZJElSbpm3rJTb55SwoJ5S3pNHFHNlnVLeMUb+smIzD8x/h/99Y13meaxGCHDaUYO55OThfGTMYPLznPUmSZ2ZSTjlhBeWl/K9x97ItM84egj/eJbVriRJXVuMsSqEcA5wFam1eS8llYR7jtTMtkfSXTfUe4Ha62wPIfwa+C7wYZqQhFPHtX57GV+8dwE79lYCMLRvEfd+YZJrikiSJDXTQwtXc83s16mTR8tYsHIzM+6Zz8zzj+Ovxw9l9otreGD+apZt2PmBvgN7FfKZScO4ePJwhhX3bOPIJUkdhf8TV4e3snQX/++Bl/YZyX3bhRPIc6SQJEnEGCuAm9OfjBBCETAaKI0xrqzv3DpqFqfo1boRqj3t2lvJl3+xkPfS5Y56dy/g3i9OYmi/ooQjkyRJyi3zlpU2mICrUR3hO4++xrWPv8Heyg9WdZ90xAAuOflw/vrYoXQvyG+jaCVJHZVJOHVo23ZX8OX7FrJtTwUAB/Xpzj2XnkQvR3JLktSYi4BCYFYT+5+c3q5om3DU1iqrqvnGrJd5Y+12APLzAv/+uRMZd3DfhCOTJEnKPbfPKWk0AZctOwHXqzCf8048lEtOPpyxQ30Wk6SuzEyGOqyKqmq+9usXWVG6C4DuBXnc/fmTOKR/j4QjkySp4wgh9I0xbq+zbwJwC7AFmJm1/6QY46J6rnEJcCFQDjzcthGrLcQYuf6JxTy7pLby6L+ceywfGXNQglFJkiTlpqXrd9S7BlxjRgzqxZc+NILzTjjUUuCSJMAknDqoGCPX/febzFu2KbPv1s8cz/HD+icYlSRJHdLTIYQ9wBvADmAccDawBzgnxvheVt9HQgiVwCJgDVAETAImA5XAV2KMq9oxdrWSu59fyf1/eSfT/vppR3LR5OEJRiRJkpS75i0rbdF5M04ezoyTD2/laCRJucwknDqk+15Yxa/mr860vzl9DJ847pAEI5IkqcN6hFTpyUuAHsBa4C7gphjjmjp97wSmA1OBQUBI978PuC3G+Go7xaxW9LvX3+dffvdWpv3J4w/hW2cclWBEkiRJuW1nWWWLztu1t6qVI5Ek5TqTcOpw/vj2Bv75fxZn2p88/hCumDYqwYgkSeq4Yoy3kCo92ZS+NwM3t21Eak8vvrOFbz70SqY9+Yhibvmb48jLCwlGJUmSlNt6F7XslWlLz5MkdV55SQcgZXt73Q6+8euXMwvfThjWnx99+jhC8EWSJElStnc27eKyXy5ib2U1ACMH9eK/Zkyke0F+wpFJkiTltqmjBrXreZKkzssknDqM0p17+fIvFrJzb2rK/yH9irjr8xMp6uaLJEmSpGxbdpXzxXsXsnlXOQDFvQq594uTGNCrMOHIJEmSct+YIX2YPKK4WedMGVHMmCF92igiSVKuMgmnDmFvZRVfvf9F1mzZA0DPwnzu+cIkBvcpSjgySZKkjqWsooq/u38RK0p3AdC9II+fff4kDh/YK+HIJEnq+ELKZSGE+SGEnSGEXSGERSGEr4YQGnxPlj736RBCTH+sPdiJfWnqEU3umxfgimmj2y4YSVLOMgmnxMUYuebR11n0zhYAQoA7LjqBcQf3TTgySZKkjqW6OvLtR15j4ara56bbLpzAxMMHJByZJEk54wHgLuAIYBZwN9ATuBO4r5FzLwdOA8raLjx1BDFGHn/lvSb1zQsw8/zjLEUpSaqXI3aUuP94bjmzX16baf/Tx8Yx/eghCUYkSZLUMd369Ns88WrtC6F/+tg4Pjb+4AQjkiQpd4QQzgMuBlYCk2OMpen9hcCjwIwQwmMxxtn1nHsUcDPwY+Ai4PB2C1zt7jeL1vD7N9Zl2mMG92bphp0f6DdlRDFXTBttAk6StF8m4ZSoP7zxPrf879uZ9oUnDeNvTx2RYESSJEkd04MLVvPvf1yeac84+XCfmyRJap7z0ttbaxJwADHG8hDCtcAnSM122ycJly47eT+wAvgBqSScOqmVpbu47ok3M+1LTh7OD88dz9L1O5i3rJSdZZX0Lipg6qhBrgEnSWqUSTgl5o212/jmQ69m2lNGFPPP5x5LCCHBqCRJkjqe/1u6ke8+9kamffrYwfzgnKN9bpIkqXmGprcr6jlWs+/UEEJhjLE869j3gBOAv4ox7vXvb+dVUVXNlQ++zO7yKgCOPKgX3/340QCMGdLHpJskqdlMwikR67aV8eVfLGRPReqh5oiBPfnPSyZSWOAyhZIkSdneen87X/vVS1RVRwCOOaQv//bZEyjI97lJkqRmqpn9Vt9U8pHpbUH6+xKAEMIk4LvAzBjjopbeOITw4n4OjW3pNdX6bntmKa+t2QZAt/zA7RedQI/C/ISjkiTlMv/nrna3p7yKy365iPXb9wLQp6iAuy+dxIBehQlHJkmS1LGs21bGF+9dyM69lQAc0q+In39hEr26O5ZOkqQWeDK9vSqEUFyzM4TQDbg+q9+A9P4epMpQvgnc0F5BKhnzV2ziP56rLf39nbPGcuyh/RKMSJLUGfi/d7Wr6urIVQ+/wutrU6OK8vMCd35uIqMG9044MkmSpI5l595KvnjfQtZtLwOgT/cC7v3iZIb0LUo4MkmSctaDwAzgLGBxCOFxoAyYDhwMrAaGA9Xp/j8iNStuUoyx4kBuHGOcWN/+9Ay5Ew/k2jpw23ZX8M2HXiGmCg8wddRAvvwh196VJB04Z8KpXf3r00v5/RvrMu3rPnkMHxo9KMGIJEmSOp7Kqmq+/quXeOv97QAU5AXuvGQiRw11HRJJkloqxlgFnANcDWwELk1/SoBTgB3prhtCCB8Bvg78MMb4aj2XUycRY+SfHnud97alBj7179mNW/9mAnl5rv0nSTpwJuHUbn778hp++sdlmfYXTjmCGScfnmBEkiRJHU+MkWsff5M/Ld2Y2Xfj+eMduCRJUiuIMVbEGG+OMY6PMRbFGPvHGM8FVgGjgdIY40rgBCAA14cQYvYHqHmZUZHeNyGRH6NWMfultTz52vuZ9szzj2NoPysPSJJah+Uo1S5efGcz//jI65n2h8ccxPfOHpdgRJIkSR3Tf/3fCmYtWJ1pX3H6KD5z0rAEI5IkqUu4CCgEZqXbbwD37KfvhUBv4OdABDa1eXRqE+9s2sX3H38j0/7s5GH89bFDE4xIktTZmIRTm3t3827+7pcvUl6VKqk+enBvfnrxCRTkOxFTkiQp2/+89h4zf78k0z7vhEP55hljEoxIkqTOJYTQN8a4vc6+CcAtwBZgJkCM8Rngmf1cYzqpJNxXYoyVbRux2kpFVTVXPvgKu8qrABg5qBfXfuLohKOSJHU2JuHUpnaUVfC3v1jEpl3lABT3KuSeSyfRt6hbwpFJkiR1LItWbeaqh2uXnJkyopiZF4wnBNcjkSSpFT0dQthDaqbbDmAccDawBzgnxvheksGp/fzbs8t45d2tQGr93dsumkDPQl+VSpJal39Z1GaqqiNXPvgKb69PrWtcmJ/Hf82YyPCBPROOTJIkqWNZWbqLy365iPLKVOWAIw/qxV0zTqJ7QX7CkUmS1Ok8Qqr05CVAD2AtcBdwU4xxTZKBqf0sWrWZnz5bkmlfdeYYjjusf4IRSZI6K5NwajM3/u4tnl2yIdO+6fzxTDqiOMGIJEmSOp7Nu8r54r0L2LK7AoBBvQu574uT6dfTygGSJLW2GOMtpEpPHsg1jmidaJSE7WUVXPngK1THVPvkkcV85cNHJhuUJKnTclEutYlfz1/NPXNXZtr/76NHcsHEwxKMSJIkqeMpq6jisl8uYtWm3QAUdcvj7ksnMazYygGSJElt4fuPvcHarXsA6FtUwL9+ZgL5eZb/liS1DZNwanUvLCvl+4+/kWmfdcwQvn3mUQlGJEmS1PFUV0e+9ZtXefGdLQCEALddeAIThlkKSZIkqS089vJaHnuldtm/m84/jkP690gwIklSZ2cSTq1qxcadfPWBF6lMz+k/5pC+/OTCCeQ5okiSJGkfP/rft3nytfcz7e+dfTR/fezQBCOSJEnqvN7dvJtrH6sdNP7piYdx9nEHJxiRJKkrMAmnVrN1dzlf/sUitpdVAjC4T3fuvvQkeha69KAkSVK2X81/h//80/JM+wunHMGXph6RXECSJEmdWGVVNd986BV27E29szp8YE+u++QxCUclSeoKTMKpVVRUVfO1X73EytJdAHQvyONnnz+Jg/s5pV+SJCnbH5ds2GcU9vRxg7n2E0cTgpUDJEmS2sJ/PLecRekS4Pl5gdsunEDv7g4alyS1PZNwOmAxRr7/+Ju8sHxTZt+/fmYCx7ueiSRJ0j7eWLuNr//6JdKVuznusH7c8dkTyLd0tyRJUpt4afUWbp9Tkmn//bTRnDB8QIIRSZK6EpNwOmA/n7eKWQtWZ9pXnTHGmtqSJEl1vLd1D1/+xUJ2l1cBcGj/HpbuliRJakM7yir4+wdfoSo9AmrSEQP42mmjEo5KktSVmITTAfnjkg38y5OLM+1PTTiEb5zuw4wkSVK2HWUVfOm+hazfvheAPkUF3PfFSQzuU5RwZJIkSZ3Xdf+9mNWbdwPQp3sBP7lwghUIJEntyiScWuztdTv4xqyXM+WUThzen5svOM71TCRJkrLUrJ27ZN0OALrlB/7rkomMHtIn4cgkSZI6rydefY9HX1qTaf/wvGM5bEDPBCOSJHVFJuHUIqU79/Kl+xayc28lkCqn9F8zTqKoW37CkUmSJHUcMUaufewNni8pzeybef5xnDJqUIJRSZIkdW5rt+7hu799PdM+74RD+dSEQxOMSJLUVbkAhZqtrKKKr9z/Imu37gGgV2E+93zhJA7q0z3hyCRJkpKzdP0O5i0rZWdZJb2LCpg6ahBPL17PgwvfzfT5++mjuWDiYQlGKUmS1LlVVUe++dArbC9LDRwfVtyDGz51TMJRSZK6qlZJwoVU/cG/TX+OAQLwFnA3cFeMsbqec7oDlwMXAUcB+cBa4M/AP8QYNzbhvh8F/thAl5tjjFc368eoQTFGrn70NV58ZwsAIcAdnz2BsUP7JhyZJElSMuYtK+X2OSUsWLm5wX7nn3goV04b3U5RSZIkdU3/+aflmeeyvAC3XTiBPkXdEo5KktRVtdZMuAeAi4ENwCxgN3AGcCdwCvD57M4hhKHAU8B4YB7wM6AKGA6cBdwCNJqEy/In4Ll69s9txjVUR32juZ96cx2PvfJeps93Pz6OaeOGJBilJElSch5auJprZr+eWSN3f448qBczz3ftXEmSpLb06rtb+cnTSzPtb5w+momHFycYkSSpqzvgJFwI4TxSCbiVwOQYY2l6fyHwKDAjhPBYjHF2en8e8DCp2W+fjDE+Ued6geavVfdcjPG6A/ohymjqaO6LJg3jyx8a0U5RSZIkdSzzlpU2KQEHsGLjLhau2sxU14KTJElqE7v2VvL3D71CZfrh7MTh/fnG6aMSjkqS1NU1N9lVn/PS21trEnAAMcZy4Np08/Ks/ucCpwI/qZuAS58XY4xVrRCXWuChhauZcc/8RhNwIw/qxQ2fOtbR3JIkqcu6fU5JkxJwABG4Y05Jm8YjSZLUld3wxGJWlu4CoHf3Am678AQK8lvj1ackSS3XGuUoh6a3K+o5VrPv1BBCYToxd3F636wQwhDgE8BgYB3wVIxxbQtiGBVCuBzom77O8zFG33I0U3NGc690NLckSerClq7f0eigpbrmr9zM0vU7GDOkTxtFJUmS1DX9/vX3eWjRu5n2DZ86huEDeyYYkSRJKa2RhKuZ/VZfXcKRWfcZCSwBJqX3TQZuA7L/IlaEEG6IMf6wmTF8Lv3JCCE8ClwWY9zSlAuEEF7cz6GxzYwlZ7VkNLdJOEmS1BXNW1baeKf9nGcSTpIkqfW8v20PV89+PdM+5/hDOO+EQxOMSJKkWq0xJ/vJ9PaqEEJmpdMQQjfg+qx+A9LbwentncB9pJJz/YELgC3AP4cQvtDEe28ErgbGA32Ag4CPAS+nr/dEeg06NeJARnNLkiR1NTvLKtv1PEmSJH1QdXXkWw+/yrY9FQAc2r8HPzzX5VMkSR1Ha8yEexCYAZwFLA4hPA6UAdOBg4HVwHCgOt2/Jin2TIzx61nXmR1CqAD+G7iGVIKuQTHGN4E3s3btBP4QQngBeAWYCpwDPN6Ea02sb396htyJjZ2f6xzNLUmS1HS9i1r2GN3S8yRJkvRBP3t+BS8s3wRAXoCfXDiBfj26JRyVJEm1DniWWIyxilSi62pSM9MuTX9KgFOAmqlSG9Lbrentb+u53O+AcmBMCKHfAcS0Hfh1uvnhll6nK3E0tyRJUtO1tCS3pbwlSZJaxxtrt/Hjp97OtL/20VFMHlHcwBmSJLW/VinVGGOsiDHeHGMcH2MsijH2jzGeC6wCRgOlMcaV6e41fx231nOdKmB7utnjAMPamN72OsDrdAmO5pYkSWq6MUP6NPslz5QRxVYQkCRJagV7yqu44sGXqaiKABw/rD9XTh+dcFSSJH1QW6+XdhFQCMzK2vdMents3c4hhCHAIFJlJVtWH7HWyentigO8TpfgaG5JkqTmuXLaaPKauNxIXoArpvliSJIkqTX885OLWbFxFwA9C/O5/cIJdMtv69eckiQ1X6v8dQoh9K1n3wTgFmALMDPr0M+B3cDXQwgjs/rnp/sD/CbGWJl1bFAIYWwIYZ+MTwjhpP3EcwlwIanSlg+36Ed1MY7mliRJap6powZx0/njaSwPlxdg5vnHOXhJkiSpFTz15jp+PX91pn3dJ4/hiEEWwpIkdUytVUvw6RDCHuANUmvAjQPOBvYA58QY36vpGGNcE0L4GnAv8EoI4bfAZuCjwARgKfCdOte/HPgBcD1wXdb+R0IIlcAiYA1QBEwCJgOVwFdijKta6Td2eldOG82Me+ZTHRvv62huSZIkuHDScGa/tJb5KzfXe3zKiGKumDbaBJwkSVIr2LC9jH989LVM++Pjh/I3Ew9LMCJJkhrWWkm4R0iVnryE1Fpua4G7gJtijGvqdo4x/iKE8A5wNfBJUuu2rSY1E+7GGOMH1ovbjzuB6cBUUmUsQ/re9wG3xRhfPYDf1OXUjOa++tHXaSgP52huSZKklOrqyNL1OzLtr35kJL0KC+hdVMDUUYOsGiBJktRKqqsj3/rNq2zZXQHAwf2KuPG88YTQxPrgkiQloFWScDHGW6gtJdnUc54Dnmti3+vYdwZczf6bgZubc1817MJJw5m14F1eebf+PKijuSVJkmotfn975kXQoN6FfOesseQ1daE4SZIkNdnP563k+ZJSAEKAWz9zPP17FiYclSRJDWutmXDqJPaUV/HW+9sz7StOH0W3/DxHc0uSJNVj7rLSzPepowaZgJMkSWoDi9/bzo/+8Ham/ZUPH8kpRzpAXJLU8ZmE0z7mLitlb2U1AKMH9+aqM49KOCJJkqSOa27Jvkk4SZIkta6yiiqufPBlyqtS76uOPbQvV50xJuGoJElqmrykA1DHMuet9Znvp48bnGAkkiRJHVtZRRULVm3OtD9kEk6SJKnV3fi7tyjZsBOAHt3yuf2iEygs8JWmJCk3+BdLGdXVkWeXbMi0p48bkmA0kiRJHduiVVsoT1cQGHlQLw7p3yPhiCRJkjqXOW+t55d/fifT/v45R3PkQb0TjEiSpOYxCaeMN97bxoYdewEY0LMbJw4fkHBEkiRJHVf2enCnOgtOkiSpVW3csZfvPPJapn3m0UO4aNKwBCOSJKn5TMIp45m3amfBnXbUYPLzQoLRSJIkdWxzl23MfHc9OEmSpNYTY+Tbj7zKpl3lAAzu052ZFxxHCL6rkiTlFpNwysheD26apSglSZL2a/Ouct58bzsA+XmBk48cmHBEkiRJnccvXljFc2/XDni69TPHU9yrMMGIJElqGZNwAuD9bXsyL5K65Qc+PMbR3JIkSfvzwvJSYkx9P/6wfvQt6pZsQJIkSZ3E2+t2cOPvl2Tal506glNHH5RgRJIktZxJOAEwJ6sU5ZQRA+njiyRJkqT9mpe1HtyHfCkkSZLUKsoqqrjywZcpr6wGYNzBffmHs45KOCpJklrOJJyAuqUoBycYiSRJUscWY+T5kqwknOvBSZIktYof/eFtlqzbAUD3gjzuuGgC3QvyE45KkqSWMwkndpdXMm/5pkx72ljXg5MkKVeElMtCCPNDCDtDCLtCCItCCF8NITT4rJc+9+kQQkx/Ctor7lz2zqbdrNmyB4BehfmcMLx/whFJkiTlvufe3sDP563MtL/3iaMZPaRPghFJknTgfNEi5i3blJnmP3pwb4YP7JlwRJIkqRkeAC4GNgCzgN3AGcCdwCnA5xs493LgNKAMKGrbMDuPuVmlKKeMHEi3fMe1SZIkNcfS9TuYt6yUnWWV9C4q4JhD+vIPv3ktc3za2MFcMmV4ghFKktQ6TMKpTilKZ8FJkpQrQgjnkUrArQQmxxhL0/sLgUeBGSGEx2KMs+s59yjgZuDHwEXA4e0WeI6baylKSZKkFpm3rJTb55SwYOXm/fYZ1Ls7N3/6OEII7RiZJEltw2G7XVx1dWTOkg2Z9nTXg5MkKZecl97eWpOAA4gxlgPXppuX1z0pXXbyfmAF8IO2DrIzqaqOvLA8Kwk32iScJElSUzy0cDUz7pnfYAIO4FPHH8Kg3t3bKSpJktqWSbgu7vW129i4Yy8Axb0KOWH4gIQjkiRJzTA0vV1Rz7GafaemZ8Zl+x5wAvCFGOPetgquM3p97Ta2l1UCMLhPd0YP7p1wRJIkSR3fvGWlXDP7dapj433vfWEl87LKf0uSlMssR9nFZZei/OhRB5Gf51R/SZJySM3biRH1HBuZ3hakvy8BCCFMAr4LzIwxLmrpjUMIL+7n0NiWXjMXZL8Q+tCoQZZJkiRJaoLb55Q0KQEHUB3hjjklTLXstySpE3AmXBf3zFvZpShdD06SpBzzZHp7VQihuGZnCKEbcH1WvwHp/T1IlaF8E7ihvYLsTJ4v2Zj5bilKSZKkxi1dv6PREpR1zV+5maXrd7RRRJIktR9nwnVh723dw+L3twPQLT9wqi+SJEnKNQ8CM4CzgMUhhMeBMmA6cDCwGhgOVKf7/4jUrLhJMcaKA7lxjHFiffvTM+ROPJBrd1S7yyt56Z2tmbajsyVJkhrX0tKS85aVMmZIn1aORpKk9uVMuC5szpLaWXAnjxxIn6JuCUYjSZKaK8ZYBZwDXA1sBC5Nf0qAU4Ca4cMbQggfAb4O/DDG+GoC4ea8BSs3U16VymeOGdKbIX2LEo5IkiSp49uZXk+3vc6TJKkjMQnXhT2btR7c6WMHJxiJJElqqRhjRYzx5hjj+BhjUYyxf4zxXGAVMBoojTGuBE4AAnB9CCFmf4DD05erSO+bkMiP6eD2XQ/uoAQjkSRJyh29i1pWiKul50mS1JH416yL2l1eybzlmzJt14OTJKnTuQgoBGal228A9+yn74VAb+DnQAQ27adfl/Z8SVYSbvTABCORJEnKHS0t4W3pb0lSZ2ASrouaW1JKeWVtOaVhxT0TjkiSJLVECKFvjHF7nX0TgFuALcBMgBjjM8Az+7nGdFJJuK/EGK37U4+NO/ayZF2qumdBXmDKCJNwkiTlmhBCAP42/TmGVJWAt4C7gbtijNVZfccDVwITgcOAvsAG4G3gP4Dfxhhju/6AHDVmSB8mjyhmwcrNTT5nyohi14OTJHUKJuG6qDlv1a4HN81ZcJIk5bKnQwh7SM102wGMA84G9gDnxBjfSzK4zuKF5bWz4E4cPoBe3X2MliQpBz0AXEwqmTYL2A2cAdxJaj3dz2f1nQicC/wFeAHYBgwltR7vo8D9dfqrAVdOG82Me+ZT3YS0ZV6AK6aNbvugJElqB7496IKqqyNzltQm4aaPcz04SZJy2COkSk9eAvQA1gJ3ATfFGNckGVhnMnefUpSWRpIkKdeEEM4jlYBbCUyOMZam9xeSSqrNCCE8FmOcnT5lVozxvnqu05dUYm5GCOGnMcYF7fIDctzUUYO46fzxXP3o6zSUh8sLMPP84yxFKUnqNPKSDkDt77W12yjduReA4l6FTBg2IOGIJElSS8UYb4kxTowx9o8xdo8xjowxfr05CbgY4xExxmApyvrFGJm7rDYJ50shSZJy0nnp7a01CTiAGGM5cG26eXnW/r31XSRdBvx/002nazXDhZOGc9UZY/Z7fMqIYu7/8hQ+M2lYO0YlSVLbciZcFzTnrfWZ76cdNZj8vJBgNJIkSR3bitJdvL+tDIA+3Qs4/rB+CUckSZJaYGh6u6KeYzX7Tg0hFKYTc/UKIfQETk83X2/qzUMIL+7n0NimXqMzeHfL7sz3qaMGcvKIgfQuKmDqqEGuASdJ6pRMwnVBz7xlKUpJkqSmyi5FefKRAynIt5iEJEk5qOYP+oh6jo1MbwvS35fUHAghjCJV9jsfGEJq7d1DSJX+fq3Nou2EqqrjPu+kvnXmUZw43OpMkqTOzSRcF/Pe1j289f52ALrlB9c0kSRJasTzWUm4U312kiQpVz0JfBa4KoTwYIxxM0AIoRtwfVa/ulmhUcAPstrlwLeBW5tz8xjjxPr2p2fIndica+WqF9/ZwuZdqUmGB/XpzoTD+icckSRJbc8kXBczZ0ntiKOTRw6kT1G3BKORJEnq2CqrqvnLik2ZtuvBSZKUsx4EZgBnAYtDCI8DZcB04GBgNTAcqM4+Kcb4ByCkk3XDgc8BNwIfCSFc0FDpSu3rqTfXZb6fcfQQ8lweRZLUBVhLp4vJXg9u2lhLUUqSJDXk1TVb2bm3EoBD+hUxclCvhCOSJEktEWOsAs4BrgY2ApemPyXAKcCOdNcN+zm/Isa4PMZ4A/B94BPAFW0dd2cRY+TprHdSZx49JMFoJElqPybhupDd5ZW8sLx2JPe0cT7wSJKH49IKAAAgAElEQVQkNWRuyb6z4EJwxLYkSbkqnUi7OcY4PsZYFGPsH2M8F1gFjAZKY4wrm3Cp36e3H22jUDudpet38s6m3QD07l7AXx05MOGIJElqHybhupDnS0opr0xVVThqSB+GFfdMOCJJkqSObe6yjZnvrqUrSVKndRFQCMxqYv9D09vKtgmn88kuRfnRow6ie0F+gtFIktR+TMJ1IfuUohxnKUpJkqSG7Nxbycurt2bargcnSVJuCyH0rWffBOAWYAswM2v/Sfu5xkFZ/Z5sgzA7pacW176TOsNSlJKkLqQg6QDUPqqrI88uqR3JbSlKSZKkhs1fsYnK6gjAuIP7Mqh394QjkiRJB+jpEMIe4A1Sa8CNA84G9gDnxBjfy+p7dwhhILAAWA1UAUcAHwd6AI8BP2+/0HPXe1v38PrabQB0yw+cNtaB4ZKkrsMkXBfx6pqtlO7cC8DAXoVMGNY/4YgkSZI6trnLSjPfPzTKdUskSeoEHiFVevISUom0tcBdwE0xxjV1+v4YOBc4ETiLVLnKUuBZ4H7g4RhjbKe4c9rTWbPgTh45kL5F3RKMRpKk9mUSrouY89aGzPfTxg4mPy8kGI0kSVLHN7ckKwk3+qAEI5EkSa0hxngLqdKTTen7APBA20bUNTy1uHY9uDOPGZpgJJIktT/XhOsi5iypTcJNc9q/JElSg9ZvL6Nkw04ACvPzmHxEccIRSZIk5Z5tuyv4y4rNmfYZLo8iSepiTMJ1AWu37uGt97cDqZdIp45xJLckSVJDsmfBTTx8AD0K8xOMRpIkKTf98e0NVKXX2D1+WH+G9itKOCJJktpXqyThQsplIYT5IYSdIYRdIYRFIYSvhhDqvUcIoXsI4VshhIUhhO3pc5aGEH4RQmhWliiE8IkQwnMhhG3p+88PIVzaGr+tM3j2rdra21NGFtO7u1VIJUmSGjIvez240YMSjESSJCl37VOK8mhnwUmSup7Wmgn3AKmFbI8AZgF3Az2BO4H76nYOIQwFFpJa5HYv8DPg34GXSC122+S/yiGEy4EngGPTcfwMOAS4L4Tw4xb+nk7lmaz14KY77V+SJKlBMUbmZifhRpmEkyRJaq6yiiqee3tjpn3WMb6TkiR1PQc8JSqEcB5wMbASmBxjLE3vLwQeBWaEEB6LMc5O788DHgaOAj4ZY3yizvUCTUwOhhCOIJXI2wycFGNcld5/A6kk37dCCI/GGP98gD8zZ+3aW8mfl2/KtKeNcz04SZKkhpRs2MmGHXsB6NejG8ce2i/hiCRJknLPC8tL2V1eBcCIQb048qDeCUckSVL7a42ZcOelt7fWJOAAYozlwLXp5uVZ/c8FTgV+UjcBlz4vxhirmnjvLwHdgZ/WJODS19gC3JhufrWJ1+qUni8ppbyqGoCxQ/tw2ICeCUckSZLUsT2ftR7cKUcOJD8vJBiNJElSbnrqzdrlUc48egipcfeSJHUtrbE42ND0dkU9x2r2nRpCKEwn5i5O75sVQhgCfAIYDKwDnooxrm3GvU9Pb/9Qz7Hf1+nToBDCi/s5NLYZ8XQ4c7LWg3MWnCRJUuNcD06SJOnAVFVHnsl6J3WmpSglSV1UayThat5SjKjn2Mis+4wElgCT0vsmA7eRWjuuRkUI4YYY4w+beO+j0tuldQ/EGN8PIewCDgsh9Iwx7m7iNTuN6urIH9+uXQ9umuvBSZIkNai8spq/rKgt5e16cJIkSc338uotlO4sB2BQ7+5MGDYg4YgkSUpGa5SjfDK9vSqEUFyzM4TQDbg+q1/NX9ua6Vh3AveRSs71By4AtgD/HEL4QhPvXbNAx7b9HN9Wp99+xRgn1vchlTjMSa+u2Zp54BnYq5DjD+ufcESSJEkd2yvvbs2sXTKsuAeHD+yVcESSJEm556nFtbPgzjh6sOW9JUldVmvMhHsQmAGcBSwOITwOlAHTgYOB1cBwoDrdvybx90yM8etZ15kdQqgA/hu4hlSCTgdgzlu1s+BOG+sDjyRJUmPmlmzMfHcWnCRJUvPFGHnqzXWZ9plHD22gtyRJndsBz4SLMVYB5wBXAxuBS9OfEuAUYEe6a01GaGt6+9t6Lvc7oBwYE0JodPYajc90a2ymXKeWXXt7uuvBSZIkNer57PXgRh2UYCSSJEm5admGnazalFoVpldhPn915MCEI5IkKTmtUY6SGGNFjPHmGOP4GGNRjLF/jPFcYBUwGiiNMa5Md387vd1az3WqgO3pZo8m3LrmWmPqHgghHAz0AtZ0xfXg1mzZzZJ1qfxnYX4ep472JZIkSVJDtpdV8Oq7qUfUEOAUXxhJkiQ1W3Ypyo8eNZiibvkJRiNJUrJaJQnXgIuAQmBW1r5n0ttj63YOIQwBBgE7gdK6x+vxbHr71/Uc+1idPl3Ks0tqS1GefORAenVvjcqjkiRJndefl2+iOqa+H3tIPwb0Kkw2IEmSpByUXYryjKOHJBiJJEnJa5UkXAihbz37JgC3AFuAmVmHfg7sBr4eQhiZ1T8/3R/gNzHGyqxjg0IIY0MIdRfmuBfYC1weQjgiq/8A4J/Szf9s4c/Kac9krQdnKUpJkqTGzcsqRTnV9eAkSZKa7f1te3h1TWpVmIK8wGlH+U5KktS1tdb0qKdDCHuAN0itATcOOBvYA5wTY3yvpmOMcU0I4WukEmivhBB+C2wGPgpMAJYC36lz/cuBHwDXA9dlXWtlCOHbwB3AohDCQ6TWlPs0cBhwa4zxz630G3PGzr2V/GX5pkz79LE+8EiSJDVmbkltEu7U0SbhJEmSmuuZrFKUJ48cSL+e3RKMRpKk5LVWEu4RUqUnLyG1ltta4C7gphjjmrqdY4y/CCG8A1wNfJLU2m2rSc2EuzHG+IH14vYnxvhvIYRVwD8Anyc1u28x8L0Y4y8O5EflqrklGymvqgZg7NA+HDagZ8IRSZIkdWxrt+5hRekuALoX5DHx8AEJRyRJkpR7steDO/MYS1FKktQqSbgY4y3UlpJs6jnPAc81se91ZM2Aq+f4E8ATzbl/ZzZnn1KUPvBIkiQ1Zl7WLLjJI4op6pafYDSSJEm5Z9ueCv6cVZnJd1KSJLXSmnDqOKqrI398uzYJd7rrwUmSJDVqruvBSZIkHZDn3t5AZXUE4LjD+nFI/x4JRyRJUvJMwnUyr6zZSunOcgAG9S5kwmH9E45IkiSpY6uujszLSsJ9yCScJElSs+1TivJoZ8FJkgQm4TqdOW/VPvCcdtRg8vJCgtFIkiR1fEvW7WDTrtQgpuJehRx9cN+EI5IkScoteyureG5JbWWmM48ZmmA0kiR1HCbhOpns9eCmWXtbkiSpUXOXbcx8P+XIgQ5ikiRJaqYXlm9iV3kVAEcM7Mnowb0TjkiSpI7BJFwnsmbLbpas2wFAYX4ep462lJIkSVJj5i7blPluKUpJkqTme+rN2spMZxw9hBAc1CRJEpiE61SyZ8H91ZED6dW9IMFoJEmSOr6yiioWrMxKwjmISZIkqVmqqyNPZ68HZylKSZIyTMJ1Is9krQc3fdzgBCORJEnKDS+t3kJZRTWQKp102ICeCUckSZKUW15+dyulO/cCMLBXIScOH5BwRJIkdRxOlcpxS9fvYN6yUjbvLOeF5bWjuE93PThJkqRGzS0pzXx3FpwkSVLzPbV4Xeb79HFDyHd9XUmSMkzC5ah5y0q5fU4JC1Zu/sCxHoX5rCrdxaH9eyQQmSRJUu6YtywrCed6cJIkSc22bylKB4VLkpTNcpQ56KGFq5lxz/x6E3AAe8qrmHHPfB5e+G47RyZJkpQ7tu4u57W12wDIC/BXI03CSZIkNceyDTtZsXEXAD0L85nqoCZJkvZhEi7HzFtWyjWzX6c6NtyvOsLVs1/bZ3S3JEmSar2wfBMx/Uw1/rD+9OvZLdmAJEmSckx2KcqPjDmIom75CUYjSVLHYxIux9w+p6TRBFyN6gh3zClp24AkSZJy1NyswUqnOmpbkiSp2Z5601KUkiQ1xCRcDlm6fsd+S1Duz/yVm1m6fkcbRSRJkpS75pbUJuEsnSRJktQ867eX8cq7WwHIzwucdtTghCOSJKnjMQmXQ1paWtKSlJIkSftavWk3qzfvBqBHt3xOPLx/whFJkiTllqcX186CmzKimP49CxOMRpKkjqkg6QDUdDvLKtv1PEmSpM5m6fodzFtWygtZg5SmjCyme4Hrl0iSJDXHU1lJuDOPthSlJEn1MQmXQ3oXteyfq6XnSZIkdRbzlpVy+5ySekt7L9+4k3nLSi1JKUmS1ETbyyr48/LaQU1nHDM0wWgkSeq4LEeZQ1r6YsgXSpIkqSt7aOFqZtwzf79r6767eQ8z7pnPwwvfbefIJEmSctOf3t5IRVUE4NhD+3Jo/x4JRyRJUsdkEi6HjBnSh8kjipt1zpQRxYwZ0qeNIpIkSerY5i0r5ZrZr1MdG+5XHeHq2a+5lq4kSVIT7FuK0llwkiTtj0m4HHPltNHkhab1zQtwxbTRbRuQJElSB3b7nJJGE3A1qiPcMaekbQOSJEnKcXsrq/jjkg2Z9pnHuB6cJEn7YxIux0wdNYibzh/faCIuL8DM84+zFKUkSeqylq7fsd8SlPszf+Vmlq7f0UYRSZIk5b6/rNjMzr2VAAwv7slRVmCSJGm/TMLloAsnDef+L09hyn5KU04ZUcz9X57CZyYNa+fIJEmSOo6Wlpa0JKUkSdL+PfXmusz3M44eQghNLNkkSVIXVJB0AGqZqaMGMXXUIP7x0dd4aOG7AJx21EFc8/FxrgEnSZIE7CyrbNfzJEmSOrvq6sjT+6wHZylKSZIa4ky4HJeXNdro9LGDTcBJkiSl9S5q2Xizlp4nSZLU2b26ZisbduwFoLhXIRMPH5BwRJIkdWwm4XLctj3lme/9ehYmGIkkSVLH0tK1cV1TV5IkqX5PZc2CmzZ2MAX5vlqUJKkh/qXMcdv2VGS+9+vRLcFIJEmSOpYxQ/oweT9r6O7PlBHFVhaQJEnaj31KUR4zNMFIJEnKDSbhctzW3bVJuP4m4SRJkvZx5bTR5IXG+wHkBbhi2ui2DUiSJClHLd+4k2UbdgLQo1s+p462eoAkSY0xCZfj9knC9TQJJ0lSVxNSLgshzA8h7Awh7AohLAohfDWEkFen7/gQwt0hhJdDCBtDCHtDCO+GEJ4JIZwfQmhiuip3TB01iJvOH99oIi4vwMzzj7MUpSRJ0n5kz4L78JhBFHXLTzAaSZJyg6vO57jtlqOUJKmrewC4GNgAzAJ2A2cAdwKnAJ/P6jsROBf4C/ACsA0YCpwDPArcX6d/p3DhpOEcNqAnd8wpYf7KzR84PmVEMVdMG20CTpIkqQFPvbku8/3Moy1FKUlSU5iEy2GVVdXs2FsJQAjQp8gknCRJXUkI4TxSCbiVwOQYY2l6fyGppNqMEMJjMcbZ6VNmxRjvq+c6fUkl5maEEH4aY1zQLj+gHU0dNYipowbx6TtfYNE7WwD47ORhfHHqCNeAkyRJasSG7WW8/O5WAPLzAqePHZxwRJIk5QbLUeaw7WWVme99i7qR39QFTyRJUmdxXnp7a00CDiDGWA5cm25enrV/b30XiTFuB/433ezUi6JVVFVnvv/NScNMwEmS1IU0s4z3hBDCdSGEeSGE90MI5SGEtSGEWSGEE5P6De1t6fod3DtvJd/97evEmNo36YgBDOhVmGxgkiTlCGfC5bCtu8sz3y1FKUlSl1RTB2hFPcdq9p0aQihMJ+bqFULoCZyebr7eivF1OFuy19P1+UmSpK6mOWW8/xOYArwIzAZ2AhOAi4BPhxAuzKo20OnMW1bK7XNKWFBPKe/3tpYxb1mppbwlSWoCk3A5bGvWenD9e/oSSZKkLqhm9tuIeo6NTG8L0t+X1BwIIYwCLgHygSHA2cAhwE0xxteacuMQwov7OTS2KecnJXsQU/+ejuCWJKmraEEZ718Bl8QYl9W5zudIJfPuCiH8T0MDnXLVQwtXc83s16mO9R9fvXk3M+6Zz8zzj+Mzk4a1b3CSJOUYy1HmsG1ZSThnwkmS1CU9md5eFUIortkZQugGXJ/Vb0Cd80YBPwC+B1wGDAK+DXy37UJNXlV13Kect89PkiR1Kc0t4/1vdRNw6f2/AkqAgcD4tgs3GfOWlTaYgKtRHeHq2a8xb1lpwx0lSerinAmXw7btNgknSVIX9yAwAzgLWBxCeBwoA6YDBwOrgeFAdfZJMcY/kFoWpVv6+OeAG4GPhBAuaMqI7hjjxPr2p2fIdch1UrIHMPUtKnA9XUmSupZWKeOdVvNQUdlgrxx0+5ySRhNwNaoj3DGnxLKUkiQ1wCRcDtu3nJJJOEmSupoYY1UI4RzgKlLlJS8llYR7DrgAeCTddcN+zq8AlgM3hBDKgZuAK4Aft23kybAUpSRJXVqLynjXFUI4GTgaWAu80dSb50Ip76Xrd9S7BlxD5q/czNL1OxgzpE8bRSVJUm6zHGUO27bHckqSJHV1McaKGOPNMcbxMcaiGGP/GOO5wCpgNFAaY1zZhEv9Pr39aBuFmjjX05UkqUtraRlvsvoWA79MN78ZY6xq9SgT1NLSkpaklCRp/5wJl8O27skazd3D0dySJGkfFwGFwKwm9j80ve10ZZVqOBNOkqQurUVlvGuEEHoBj5Ma5PSjGONvmnPzXCjlvbOsZY+BLT1PkqSuoFVmwoWUy0II80MIO0MIu0IIi0IIXw0h5NXp+9EQQmzgM7MZ9221a+WifdaEczS3JEldUgihbz37JgC3AFuAmVn7T9rPNQ7K6vdkfX06g61Zz079rSIgSVKXkp61dg5wNbCRVBnvS4ES4BRgR7rrB8p4pxNwTwIfAv41xviP7RFze+td1LKx+i09T5KkrqC1/ko+AFxM6kFlFrAbOAO4k9SDzOfrOedPpNYrqWtuC+7fmtfKGduySipZjlKSpC7r6RDCHlJrkuwAxgFnA3uAc2KM72X1vTuEMBBYQGq0dxVwBPBxoAfwGPDz9gu9fe2ThHMAkyRJXU56Pdyb05+MEEIR+ynjHULoQyoBdyqpGXCdMgEHMHXUoHY9T5KkruCAk3AhhPNIJeBWApNjjKXp/YXAo8CMEMJjMcbZdU59LsZ43YHevw2ulTP2WdfEJJwkSV3VI6RKT15CKpG2FrgLuCnGuKZO3x8D55IqeXQWqXKVpcCzwP3AwzHG2E5xt7t914SzHKUkScqot4x3CKEf8AfgZOBfYozfSyC2djNmSB8mjyhmwcrNTT5nyohixgzp04ZRSZKU21qjHOV56e2tNQk4gBhjOXBtunl5K9xHdbiuiSRJijHeEmOcGGPsH2PsHmMcGWP8ej0JOGKMD8QYP53u0zvGWBhjPCTG+IkY40OdOQEHdZ6dHMAkSVKX08wy3gOAZ0gl4H7Q2RNwNa6cNpq80LS+eQGumDa6bQOSJCnHtUY5yqHp7Yp6jtXsOzWEUJhOzNUYFUK4HOgLrAOejzGWtDCG1rxWzti2p3bhW8tRSpIkNcxylJIkdXnNKeM9GzgJWA7khRCuq+d6j8UYX2nbkNvX1FGDuOn88Vwz+3WqGxielRdg5vnHWYpSkqRGtEYSrmb224h6jo3Mus9IYEnWsc+lPxkhhEeBy2KMW5oZwwFfK4Tw4n4OjW1mLO0ixsi2Pdkz4XyRJEmS1JDscpQDrCIgSVJX1Jwy3jXvuY4EfrCf660COlUSDuDCScM5bEBP7phTwvx6SlNOGVHMFdNGm4CTJKkJWiMJ9yTwWeCqEMKDMcbNACGEbsD1Wf0GpLcbgavT560CikiNLLoRuAAYGkL4cIyxugn3bs1r5ZQ9FVVUVKWGJHUvyKOoW37CEUmSJHVs2eUo+zmASZKkLifGeAup0pNN6XtE20bTsU0dNYhTjhzImO/9PvP+6ZqPjeW0sYNdA06SpGZojSTcg8AM4CxgcQjhcaAMmA4cDKwGhgPVADHGN4E3s87fCfwhhPACqdFDU4FzgMcbu3ErX2tiffvTM+RObOz89pZdTslSlJIkSY3bpxylz0+SJEkN2l2+7wDwv/vwSEJo4oJxkiQJgLwDvUCMsYpUoutqUjPTLk1/SoBTSNXYBtjQyHW2A79ONz98gDG12rU6Ktc0kSRJap7smXCWo5QkSWrY5l21z07FvQpNwEmS1AKtMROOGGMFcHP6kxFCKAJGA6UxxpVNuNTG9LZXK4TVmtfqcLbtyR7J7UskSZKkhlRWVbO9rDLT7utMOEmSpAbtOwDcd0+SJLXEAc+Ea8RFQCEwq4n9T05vV7TCvVvzWh3Otj21o5F8iSRJktSwfRJwRQXk5zmSW5IkqSGbd2fPhPPdkyRJLdEqSbgQQt969k0gtdjtFmBm1v6T9nONS4ALgXLg4TrHBoUQxoYQBtXZ3+xrdRaWo5QkSWq6fUpR9nIktyRJUmO27LKUtyRJB6pVylECT4cQ9gBvkFoDbhxwNrAHOCfG+F5W30dCCJXAImANUARMAiYDlcBXYoyr6lz/cuAHwPXAdQd4rU5h33KUJuEkSZIasmW3z06SJEnNUXdNOEmS1HytlYR7hFTpyUuAHsBa4C7gphjjmjp97wSmA1OBQUBI978PuC3G+Goz7tua18opW7OScP18kSRJktSg7FLe/RzJLUmS1Kgtu50JJ0nSgWqVJFyM8RZSpSeb0vdm4OZmXv869p0B1+JrdRaWo5QkSWq6rc6EkyRJahZnwkmSdOBaZU04tb/tWTPh+voiSZIkqUHZ5SgHOIBJkiSpUVtcU1eSpANmEi5Hbc0qqdTfkgCSJEkN2rbbcpSSJEnN8f/bu/cwy7K6PvjfX9+me5rpnm5RIUGZ4Y4JviAwBAgIiKgBDGNQiWGAKCjvmzEqF+VVCeATA8OAQdEXXoJxEjFgBDJEUbko4AWCDF65yeDMBIfbMHRVT09fpi+18sfZNbOrqDp9quucOnW6P5/n2c+us/c+Z69aXV31e/Zvrd9aMhNO/AQAZ0QSbkYpqQQAMLr+erpiJwCA07MUCgCsnyTcjDrYe5C014MkAICh+g+R9u0WOwEAnI414QBg/SThZtRBo5EAAEbWX9Pkwl0eIgEADNNaW7omnHKUAHBGJOFm0MlTCzl028kkSVVywU5JOACAYZZUETCACQBgqFtvO5kTp1qSZNf2rdm1Y+uUWwQAs0kSbgbdcuzk7V9fcN62bN1SU2wNAMDmt6QcpZHcAABDzR2+I3ZSihIAzpwk3Aya75dT8hAJAOC0lpajNBMOAGCYA/1SlNbTBYAzJgk3g/rllKwHBwAw3MlTCzl07I5S3nsk4QAAhpo7bD04ABgHSbgZNN9f08RDJACAofqlvPfs3K6UNwDAafSrCChHCQBnThJuBh08IgkHADCqJaUoVREAADitA2bCAcBYSMLNIOUoAQBGN98bwGQ9OACA0+sPYpKEA4AzJwk3g+bNhAMAGNnBo/2ZcB4iAQCczoHDdzx72r/bsycAOFOScDNovv8gaZcHSQAAw8wdVkUAAGAt5vrlKK0JBwBnTBJuBvXLUe71IAkAYKj5o8pRAgCsxYFeOcr9KgkAwBmThJtBB5WjBAAY2cEjylECAKyFmXAAMB6ScDPIaG4AgNHNHVGOEgBgLeb6M+Ek4QDgjEnCzaB+OUqjuQEAhlsygEkSDgBgqNaaQUwAMCaScDNoXjlKAICRzffLUe4ygAkAYJhbjp3MqYWWJNm9Y2vO27Z1yi0CgNklCTdjWmu5xWhuAICRHRQ7AQCMzHpwADA+knAz5uiJUzl+aiFJsmPbluzcbjQSAMAw/TVNlPIGABjugPXgAGBsJOFmTL8U5YVKUQIAnJb4CQBgdEtmwhnABADrIgk3Y5RTAgAY3clTCzl07GSSpCrZIwkHADDUgcNmwgHAuEjCzZj+SO69HiIBAAzVH8C0Z+f2bN1SU2wNAMDm1y/lbSYcAKyPJNyMOXj0jkBo7y6BEADAMPOqCAAArMlcbwD4/t3iJwBYD0m4GaMcJQDA6JasB2ckNwDAaS1ZE045SgBYF0m4GaMcJQDA6OZ75ZQuFDsBAJxWf0045SgBYH0k4WbMkpJKHiQBAAy1dCac2AkA4HSsCQcA4yMJN2OUowQAGF1/AJOHSAAAp9efCbdfOUoAWBdJuBlzsDeae4+ZcAAAQ/XLUSrlDQBwenO9Z0/7doufAGA9JOFmzPzR3romRnMDAAylHCUAwOhOLbQlg5hUEgCA9ZGEmzEHrQkHADAy5SgBAEZ3y9ETWWiDry/YuS3bt3p0CADr4S/pjOmP5lZSCQBguCXlKM2EAwAYau6I9eAAYJwk4WbMQSWVAABGtqQcpQFMAABDzSlFCQBjJQk3Q06eWsih204mSaqSC3Z6kAQAMEx/PV0PkgAAhjtwuF/K23MnAFgvSbgZcsuxk7d/fcF527J1S02xNQAAm9+8KgIAACObO9wbwKQcJQCsmyTcDDl4tP8QSSAEADDMyVMLOXRMFQEAgFEd6K8J59kTAKybJNwMme8FQnutaQIAMFR/ANOendtVEQAAOA0z4QBgvMaShKuB51TVh6vq1qo6XFXXVNVzq2rLsmsfU1VtyPaKM7j/k6rq/VV1sLv/h6vqmeP43jaT+aPKKQEAjKofO1nTBADg9A70knD7JeEAYN22jelz3pTkB5LclOTNSY4k+fYkr0vyiCTPWOE9H0jy/hWO/8lablxVlyd5bZKvdO04nuSpSa6qqge01l6wls/bzG7pPUgyEw4AYLglVQSUUwKAc15VVZJnd9s/SlJJPpnkjUne0Fpb6F17YZLnJHlgkgcluU+SrUm+vbX23g1u+oaZO9IfxCR+AoD1WncSrqouzSABd32SS1prN3fHdyR5W5LLqurq1trbl731/a21l67z3hcleVWSA0ke0lq7oTv+c0k+kuT5VfW21tqH1nOfzWL+iCQcAMCo+rHThWInAGBtg8gvSvLK7usbk9yc5Os3qqHTMnfETDgAGDsKMw0AACAASURBVKdxlKO8tNu/ejEBlyStteNJXty9vHwM91nJDyY5L8kvLybgunvPJfkP3cvnTujeG27JgyQllQAAhpo/ohwlADCwbBD5P2qtPae19mMZzHT7nQwGkX9P7y3/O8njk3xNa+0bkvz+Rrd5GuaWlKMUPwHAeo2jHOVduv11K5xbPPaoqtrRJeYW3asrJbknyReT/HFr7do13vtx3X6lQOj3ll0zVFV9dJVT91tjmybmYH9NuF1GIwEAay6r9MAkT8lgxPc9knxNki8n+aMkV7bW/nxjWz9Z/ZHcFyqnBADnulUHkVfVi5M8KYNB5G/vjs8l+YMNb+WUHRA/AcBYjSMJtxi4XLzCuXv07nOPJJ/qnftX3Xa7qnpbkud0gc4o7tvtP738RGvtC1V1OMndqur81tqRET9z05o/2lvXREklAGBgLWWVXp/kYUk+msEDplszGP39tCRPrarvX6GE+Mw6aD1dAOAOZzqIfCxmYfD3yVMLywaAi58AYL3GkYR7Z5J/meR5VfWW1tqBJKmq7Ule1rtuX7f/cpIXde+7IcnOJA/JoHzkv0hyl6p6dH/U9hB7u/3BVc4fTLK7u25oEq619uCVjndB0reM0JaJO9hfE05JJQA4553B2ry/keTprbXPLPucf5VBMu8NVfU7k3jwNA3KUQIAPWc6iPyccfDoibQ2+Hrvru3ZtnUcq9gAwLltHH9N35LkXUnumeQTVfX/V9UvJvnLJI9K8tnuuoUkaa19vLV2RWvtY621W1trN7fWfj/JYzJ4gPTIJE8eQ7vOOkYjAQDLrGlt3tbaa5cn4Lrjv5Hk2gzKUz5gcs3dWMpRAgA97+z2z6uq/YsHhwwiH6vW2oNX2rKJEn792Gn/brETAIzDupNwrbVTGSTNXpTBLLdndtu1GZRAOtRdetNpPueWJP+te/noEW+/OANu7yrnTzdTbqbMHzUTDgBYYuSySiN81mKgcXLdrdokDoqdAIA7rGkQ+bnowGFVBABg3MZRjjKttRNJrui221XVziT3TnJza+36ET7qy91+94i3/tskd05ynyQfWnbvu3afc+PZsB5csrSk0oW7jEgCAMZTVqmq/kmSb0ryuSQfG+XGs7CuydJylGInADiXtdZOVdWTkzwvydMzGEB+LMn7M1ge5a3dpUMHkZ/NzIQDgPGbdHHnpyXZkeTNI17/T7r9SqO5V/KH3f47Vzj3XcuumWmttdzSL0dpRBIAMIaySt37/mv38ie6KgdnhSXlKJXyBoBzXmvtRLdEygNaaztbaxe21p6S5IasbRD5WWnu8B2xkwFMADAeY0nCVdWeFY49MMmVSeaSvKJ3/CGrfMbTk3x/kuNJ/vuyc3euqvtV1Z2Xve3XktyW5PKquqh3/b4kP929fP0av51N6eiJUzl+alARYce2Ldm5feuUWwQAbALrKqtUVbuTvCODh06vbK391qg3noV1TQ4eMYAJABjJWgeRn5UOmAkHAGM3lnKUSd5TVUczKF90KMn9kzwxydEkT26tfb537Vur6mSSa5LcmGRnkocmuSSDNUh+pLV2w7LPvzzJSzIY0f3SxYOtteur6oVJfinJNVX1mxkk8Z6a5G5JXt1a+1DOAv01TYzkBgCS9ZVV6hJw70zyT5P8QmvtpzaizRvlxKmFHLptsLxdVbJnp/gJAM51VbWntXbLsmMrDiI/F/Vnwl1oJhwAjMW4knBvzWDU0NOT7MpgPZE3JHl5a+3GZde+Lsnjkzwyg/Xcqrv+qiSvaa391Vpu3Fp7bVXdkOQFSZ6Rwey+TyT52dbafznD72fTmTeSGwBYwZmszVtVF2SQgHtUBjPgzqoEXJIlZbz37tqeLVtqiq0BADaJtQwiT1W9KoNnV8lg4FKSvLCr5pQkV7fWrp58szfGgcN3xE/7d3v2BADjMJYkXGvtygxGDY1y7Vc9JBrhPS9NbwbcCud/O8lvr+UzZ00/CbfXTDgA4PRWLKtUVXuT/H4Ga/H+fGvtZ6fQtombO6KKAADwVdYyiDwZVFq6+7JjT+h9fUOSsyYJ119P15pwADAe45oJx4QdXDKaWyAEAAyspaxSt27uu5M8JMlLWms/t5Ft3UgHjyqnBAAstZZB5N31F02uNZvPgcPWhAOAcZOEmxFLHyQZzQ0A3G4tZZXenkEC7u+SbKmql67weVe31v5ysk2ePKW8AQDWZr4/E04SDgDGQhJuRihHCQCsYi1llS7u9vdM8pJVPu+GJDOfhFOOEgBgbZbMhFNJAADGQhJuRvTLUXqQBAAsWuPavBdNtjWbR38kt3KUAADDnTi1kFuOnUySbKlkj2dPADAWW6bdAEYz318TTkklAIChlgxgEjsBAAy1tJT3jmzdUlNsDQCcPSThZsRB5SgBAEY2158JJ3YCABhqSexkABMAjI0k3IxYOppbSSUAgGGWj+YGAGB11oMDgMmQhJsR80fvCIbMhAMAGE45SgCA0c31knD7dkvCAcC4SMLNiCWjuSXhAACGWlpSyYMkAIBhDhwxEw4AJkESbkYYzQ0AMDoDmAAARtePncyEA4DxkYSbAacWWg4dO3n76wt2epAEADDMwf6DJKO5AQCGWrIm3G7PnQBgXCThZsAtvVlwe3Zuy9YtNcXWAABsbidOLeTQbYMBTFXJBTu3TblFAACb25I14QxgAoCxkYSbAfNLSlEKhAAAhumX8d67a3u2GMAEADDUkjXhlKMEgLGRhJsB871AaK81TQAAhppXihIAYE36M+EMAAeA8ZGEmwEHl8yEk4QDABjm4FEDmAAA1sJMOACYDEm4GbC8pBIAAKubO2wAEwDAWvTjp/1mwgHA2EjCzYB+SSVJOACA4frr6SpHCQAw3PGTC7n1tpNJkq1bKhfs3DblFgHA2UMSbgYoRwkAMDrr6QIAjK4fO+07f3u2bKkptgYAzi6ScDOgPxPuwl1GcwMADLMkdjKACQBgqANLknCeOwHAOEnCzYD5o0ZzAwCMqh87XSh2AgAY6sDhXhJutyQcAIyTJNwMuKVXjnKv0dwAAEP1Z8J5kAQAMNzc4Ttip/1mwgHAWEnCzYCl5Sgl4QAAhunHTqoIAAAMt6Qc5W6xEwCMkyTcDJg3Ew4AYGRLylEazQ0AMNTcYWvCAcCkSMLNgINH+zPhBEMAAMMsKUdpABMAwFD9NeH2K+UNAGMlCbfJtdZyUEklAICRLS3l7UESAMAw80fMhAOASZGE2+SOnjiV46cWkiQ7tm3Jzu3+yQAAVnPi1EJuve1kkmRLJRfs3DblFgEAbG4HegOYzIQDgPGS0dnklpai3J6qmmJrAAA2t37stHfX9mzZInYCABhmyZpwknAAMFaScJvcvFKUAAAjW1KKUjklAIDTWrImnPgJAMZKEm6TWzIT7nxJOACAYfprmhjABABwenP9NeF2i58AYJwk4Ta5pTPhjEYCABimHzvtM4AJAGCoYydO5cjxU0mSbVsqdzrPeroAME6ScJvcwaNGcwMAjGr+qHKUAACjWjoLbkeqrKcLAOMkCbfJKUcJADA65SgBAEY3d/iO507WgwOA8ZOE2+T6JZUu9CAJAGCopeUoPUgCABjGenAAMFmScJtcv6TSXjPhAACGmu+V8lZFAABguAOH74id9u82gAkAxk0SbpPrl6NUUgkAYLi5I0p5AwCMaslMOFUEAGDsJOE2uYNLHiQJhgAAhhE7AQCMzkw4AJgsSbhNrl9SyUw4AIDhlpSjFDsBAAw1d9hMOACYpLEk4WrgOVX14aq6taoOV9U1VfXcqhp6j+6976mq1m3b1nDfZ/Xet9L23PV/d9PVL0fpQRIAwHBzh5WjBAAY1YFeFYF9u8VOADBuIye8TuNNSX4gyU1J3pzkSJJvT/K6JI9I8owh7708yWOTHEuy8wzv/44kf7nC8WvO8PM2jXnrmgAAjGzpACajuQEAhjETDgAma91JuKq6NIME3PVJLmmt3dwd35HkbUkuq6qrW2tvX+G9901yRZJXJXlakrufYTOubq1ddYbv3bROLbQcOnby9tcX7JSEAwBYzYlTC7n1tkHstKWSC3aOa7wZAMDZae6INeEAYJLGUY7y0m7/6sUEXJK01o4neXH38vLlb+rKTv56kuuSvGQM7Tjr3NIbyb1n57Zs3VJTbA0AwObWryCwd9f2bBE7AQAMZSYcAEzWOIYH36XbX7fCucVjj6qqHV1ibtHPJnlQkoe31m6rWtdDkgdW1Y9nUM7yc0ne11q7cT0fuBnM95Jwe5WiBAAY6uDRO0LNCz1EAgA4rQNmwgHARI0jCbc4++3iFc7do3efeyT5VJJU1UOT/EySV7TWxrFu248te32qqt6Y5Mdba8dG+YCq+ugqp+63rpatgzVNAABGZy1dAIDRHT1+KsdOLCRJdmzbkvN3bJ1yiwDg7DOOcpTv7PbPq6r9iweranuSl/Wu29cd35VBGcqPJ/m5dd77+iQ/muS+SXYn+QdJvi/JDUl+JMl/XufnT9X8kf5obg+SAACGWZKE2yV2AgAYZsksuPN3ZJ1VqgCAFYxjJtxbklyW5DuSfKKq3pHkWJLHJ7lrks8m+cYkC931r8xgVtxDW2snvvrjRtda+0CSD/QOHUnyW1X1v5L8VZJ/WVVXtNb+aoTPevBKx7sZct+ynnaeqf5MuD0eJAEADDV3RDlKAIBRLVkPTilKAJiIdc+Ea62dSvLkJC9K8uUkz+y2a5M8Ismh7tKbqupbk/ybJP9+lMTYOtr090l+t3v56EndZ9KWlqOUhAMAGGZJ7KSKAADAUAf6STixEwBMxDjKUaa1dqK1dkVr7QGttZ2ttQtba0/JoCzkvZPc3Fq7PsmDklSSl1VV629J7t593Inu2APX2awvd/vd6/ycqbGuCQDA6JaWozSaGwBgmH4VATPhAGAyxlGOcpinJdmR5M3d648l+dVVrv3+JHfKYB23luQr67z3w7r9dev8nKnpP0jaayYcAMBQc9bTBQCGqMGiZ8/utn+UwUDxTyZ5Y5I3tNYWVnjPk5K8IIOB5VuTfDzJ/9da+y8b1e5J6Zej3K+UNwBMxFiScFW1p7V2y7JjD0xyZZK5JK9Iktbae5O8d5XPeHwGSbgfaa2dXHburkn2JvlCa+1g7/hDWmvXLLt2S5KfSvLwJDcn+f31fXfTs7QcpWAIAGCYeeUoAYDh3pTkB5LclMGA8SNJvj3J6zJYUuUZ/Yur6vIkr81goPibkhxP8tQkV1XVA1prL9i4po/fgd7gbzPhAGAyxjUT7j1VdTSDmW6Hktw/yROTHE3y5Nba59f5+S/PYJ25f53kqt7xj1TVx5L8VZLPZZCoe2SSf5xBIPWvlicHZ8nBo3eMSNrrQRIAwFAHl5Ty9iAJALhDVV2aQQLu+iSXtNZu7o7vSPK2JJdV1dWttbd3xy9K8qokB5I8pLV2Q3f855J8JMnzq+ptrbUPbfC3MjZLZ8J57gQAkzCWNeGSvDXJBUmenuR5Sb45yRuSfFNr7QNjusdKFoOhxyX5sQxGLG1P8itJHtBae/cE7z1xylECAIxuSTlKsRMAsNSl3f7Viwm4JGmtHU/y4u7l5b3rfzDJeUl+eTEB110/l+Q/dC+fO7HWboAD1oQDgIkby0y41tqVGZSeXM9nXDTk3LOSPGuF4y9czz03u4NKKgEAjKw/gGmfmXAAwFJ36fbXrXBu8dijqmpHl5h7XHdspWVOfq/bP26FczNjyUw4STgAmIhxlaNkAuatCQcAMLL+ACalvAGAZRZnv128wrl7dPtt3defSnLf7tinl1/cWvtCVR1OcreqOr+1duR0N6+qj65y6n6ne++kHOgl4QxgAoDJGFc5SsastbZkXRPlKAEAVnf85EJuve1kkmRLJRecZ6wZALDEO7v986pq/+LBqtqe5GW96/Z1+73d/uAqn3dw2XUzZ045SgCYOE8nNqljJxZy/NRCkmTHti3ZuV2+FABgNUvLeO/Ili01xdYAAJvQW5JcluQ7knyiqt6R5FiSxye5a5LPJvnGJAuTuHlr7cErHe9myH3LJO45TGstc73B3/vNhAOAiZDZ2aTmj94xGunCXdtT5UESAMBqDi6LnQAA+lprp5I8OcmLknw5yTO77dokj0hyqLv0pm5/uplup5spt6kdOX4qx08O8o07t2/Jrh1bp9wiADg7ScJtUkvWNPEgCQBgqP5IbuvBAQAraa2daK1d0Vp7QGttZ2vtwtbaU5LckOTeSW5urV3fXf633f4+yz+nqu6aZHeSG0dZD24z6q8HZxYcAEyOJNwmNX+kX1LJgyQAYGU18Jyq+nBV3VpVh6vqmqp6blVtWXbthVX1wqr6jar6RFWdrKpWVY+fVvvHZUnsZAATALA2T0uyI8mbe8f+sNt/5wrXf9eya2aO9eAAYGNIwm1S/QdJe3cJhgCAVb0pyRuSXJTBg6M3Jjk/yeuSXLXs2ouSvDLJDyS5IMnNG9TGiZvvP0gymhsAWEFV7Vnh2AOTXJlkLskreqd+LcltSS6vqot61+9L8tPdy9dPqq2TtmQmnCQcAEzMtmk3gJXdohwlAHAaVXVpBgm165Nc0lq7uTu+I8nbklxWVVe31t7eveV/J3l8kr9orR2oqqsyWAtl5i0p5a2KAACwsvdU1dEkH8tgDbj7J3likqNJntxa+/ziha2166vqhUl+Kck1VfWbSY4neWqSuyV5dWvtQxv9DYzLnAFMALAhzITbpOaP3hEMKUcJAKzi0m7/6sUEXJK01o4neXH38vLe8bnW2h+01g5sYBs3RP9B0oWqCAAAK3trBtUAnp7keUm+OYOKAt/UWvvA8otba69N8t1JPp7kGUl+OMkXkzyrtfaCjWr0JBw4fMcAJjPhAGByzITbpJaWo5SEAwBWdJduf90K5xaPPaqqdnSJubNWP3bat1vsBAB8tdbalRmUnlzLe347yW9PpkXT0y/lbfA3AEyOJNwm1S+pJBgCAFaxOPvt4hXO3aPbb+u+/tQ4b1xVH13l1P3GeZ9RzSvlDQAwMmvCAcDGUI5yk/IgCQAYwTu7/fOqav/iwaranuRlvev2bWirpmDpaG4PkgAAhrEmHABsDDPhNqmDylECAKf3liSXJfmOJJ+oqnckOZbk8UnumuSzSb4xycK4b9xae/BKx7sZct8y7vudzpJylKoIAAAMZSYcAGwMM+E2qaXlKAVDAMBXa62dSvLkJC9K8uUkz+y2a5M8Ismh7tKbptLADdRPwl24S+wEADDM3OH+ACaxEwBMiplwm9T80V5JJTPhAIBVtNZOJLmi225XVTuT3DvJza2166fRto3UL0e510w4AIChDhwxEw4ANoKZcJvUvHKUAMD6PC3JjiRvnnZDJu34yYUcPn4qSbJ1S2XPTuPMAABW01rL3OH+erqeOwHApEjCbUKnFloOHTt5++s9knAAwCqqas8Kxx6Y5Mokc0leseGN2mD9Mt57d21PVU2xNQAAm9uh207m5EJLkuzesTU7t2+dcosA4OxlmPAmdEvvQdKenduydYsHSQDAqt5TVUeTfCyDNeDun+SJSY4meXJr7fP9i6vqVUnu3L38p93+hVX19O7rq1trV0++2ePTL0WpjDcAwHDzvfXgLrQeHABMlCTcJrRkNLeSAADAcG/NoPTk05PsSvK5JG9I8vLW2o0rXP/UJHdfduwJva9vSDJbSbij/QdJYicAgGGsBwcAG0cSbhNa8iBpl2AIAFhda+3KDEpPjnr9RZNrzXT019I1mhsAYLj+enD7JOEAYKKsCbcJLSmpZDQ3AMBQc8pRAgCM7EAvCbffcycAmChJuE2oX45yjwdJAABDHTQTDgBgZP0BTGbCAcBkScJtQgeXlKOUhAMAGGb+qCoCAACjWjoTThIOACZJEm4TWrquiQdJAADDiJ0AAEZnJhwAbBxJuE2oPxNur5lwAABD9ZNwYicAgOHmDt8RO+2XhAOAiZKE24SWjObeJRgCABimX45yn5JKAABDHTiilDcAbBRJuE3oYO9B0l7BEADAUMpRAgCMbq6/JpyZcAAwUZJwm5BylAAAo1NFAABgdP014farIgAAEyUJtwkZzQ0AMLr5fkml3WInAIDVLCy0zC157iQJBwCTJAm3Cc2bCQcAMJLjJxdy+PipJMnWLZULzts25RYBAGxeh46dzKmFliS54Lxt2bHNo0EAmCR/aTeZ1tqScpRKKgEArG6+v5buru2pqim2BgBgczvQqyCwz3pwADBxknCbzLETCzl+ciFJsmPbluzc7p8IAGA1B5XxBgAY2YHDknAAsJFkeDYZo7kBAEY3v6SCgCQcAMAw/bV09xvABAATJwm3yRz0IAkAYGRzvdHcF55vNDcAwDBLZsKJnQBg4iThNpl5JZUAAEa2ZCac2AkAYKg5a8IBwIaShNtk+jPh9poJBwAw1JI14XZ5kAQAMMyBw3fETvsl4QBg4iThNpn+g6S9HiQBAAzVH81tJhwAwHBzylECwIaShNtk5o96kAQAMKp+Ocp9YicAgKEO9AYw7d8tdgKASRtLEq4GnlNVH66qW6vqcFVdU1XPraqh9+je+56qat227Qzu/8yq+rPu3ger6v1V9aQz/46mRzlKAIDRLakiYDQ3AMBQZsIBwMYa10y4NyV5Q5KLkrw5yRuTnJ/kdUmuOs17L0/y2CTHzuTGVfWq7h53TfKfurY8IMlvV9XlZ/KZ0zTfX9fEaG4AgKGWVBEwgAkAYKi5JTPhJOEAYNLWPOtsuaq6NMkPJLk+ySWttZu74zuSvC3JZVV1dWvt7Su8975JrkjyqiRPS3L3Nd77EUmen+Tvkjy0tTbXHb8yyUeTvKqqfqe1dsMZfnsbbt5MOACAkc0dNoAJAGBUc73B3/sk4QBg4sYxE+7Sbv/qxQRckrTWjid5cffyq2akdWUnfz3JdUlecob3fm63//nFBFx37xuS/EqS85L86zP87Km4RRIOAGBkB5esCedBEgDAak4ttMwfUUUAADbSumfCJblLt79uhXOLxx5VVTu6xNyin03yoCQPb63dVlVncu/HdfvfX+Hc72WQBHxcRkjyVdVHVzl1vzNp2JlaWo7SgyQAgGH6D5L2mgkHALCqW46eyEIbfL1n57Zs2zquVWoAgNWM46/t4uy3i1c4d49uv633darqoUl+JskrWmvXnMlNq2p3kn+Y5NbW2hdWuOTabn+fM/n8abGuCQDAaI6fXMjh46eSJFu3VC44bxzjywAAzk4HrAcHABtuHEm4d3b751XV/sWDVbU9yct61+3rju/KoAzlx5P83Druu7fbH1zl/OLxC0f5sNbag1faknxqHW1ck09/6VC+fOi221/ffOttQ64GADi3/flnb69GnvO2bcm1N906xdYAAGxuf/3387d/fXKh5dNfOjTF1gDAuWEcw4XfkuSyJN+R5BNV9Y4kx5I8Psldk3w2yTcmWeiuf2UGs+Ie2lo78dUfd+7508/cnF/8g2vzZ9cfWHL8qa//UC65eH9+7NvunUfe685Tah0AwOayUux05PipPOE//pHYCQBgmZVipxvnjoqdAGADrHsmXGvtVJInJ3lRki8neWa3XZvkEUkWh9XcVFXfmuTfJPn3rbW/WuetF2e67V3l/OLx+VXObwq/+ZHP5rJf/fBXJeAW/dn1B3LZr344//0jf7/BLQMA2HzETgAAoxM7AcB0jWUF1tbaidbaFa21B7TWdrbWLmytPSXJDUnuneTm1tr1SR6UpJK8rKpaf0ty9+7jTnTHHniaex5O8rkkd6qqu65wyb27/afH8C1OxJ9+5ub8v2//m9sXxV3NQkte9Pa/zp9+5ubhFwIAnMXETgAAoxM7AcD0jSUJN8TTkuxI8ubu9ceS/Ooq2+IiHv+5e/2VET7/D7v9d65w7ruWXbPp/OIfXHvaQGjRQkt+6Q+unWyDAAA2MbETAMDoxE4AMH3jWBMuVbWntXbLsmMPTHJlkrkkr0iS1tp7k7x3lc94fJI7JfmR1trJZefumkF5yS+01g72Tr0+g/Xofqaqrm6tzXXXX5RB2cvbkvzaer+/Sfj0lw6tWgpgNR++/kA+/aVDuc/XXzChVgEAbE5iJwCA0YmdAGBzGNdMuPdU1fur6per6uVVdXWSjyQ5L8mlrbXPr/PzX57kk0ku7R9srX0wyS8kuWeSv66q/1hVv5LkmiT7k7ygtXbDOu89EWc6xV9pAADgXCR2AgAYndgJADaHscyES/LWDEpPPj3JrgzWantDkpe31m4c0z1W1Fp7flX9TQYz3344yUKSP09yZWvtdyZ57/W49djJ0180xvcBAMwysRMAwOjETgCwOYwlCddauzKD0pPr+YyLhpx7VpJnDTl/VZKr1nP/jXannWfW9Wf6PgCAWSZ2AgAYndgJADaHcZWjZI0eea87b+j7AABmmdgJAGB0YicA2Bwk4abkPl9/QS65eP+a3vOwi/dbHBcAOCeJnQAARid2AoDNQRJuin7s2+6dLTXatVsq+bffdu/JNggAYBMTOwEAjE7sBADTJwk3RY+8153z8u95wGkDoi2VvOJ7vllJAADgnCZ2AgAYndgJAKZPEm7Kvv+h35hf/6GH5WGrlAh42MX78+s/9LB830O/YYNbBgCw+YidAID1qqonVtW7q+rGqjpaVddV1W9V1cNXuPaCqvr5qvpUVR2rqrmqeldVfds02r5WYicAmK5t024Ag5FJj7zXnfPpLx3Kn37m5tx67GTutHNbHnmvO6vFDQCwjNgJADhTVXVFkp9M8pUkVye5Ocm9kvzzJP+iqp7RWntTd+2+JH+S5JuSfDzJ65Pcqbv2vVX17Nbar278d7E2YicAmB5JuE3kPl9/geAHAGBEYicAYC2q6i5JXpDkS0m+ubV2U+/cY5P8YZKfS/Km7vBLM0jAvT3J97fWTnbX/nSSa5K8tqre1Vq7ccO+iXUQOwHAxlOOEgAAAIBzwd0zeBb2MNtQSwAAD0hJREFU4X4CLklaa+9LcijJ1/YOX9rt/91iAq679qYkv5BkV5IfnGiLAYCZJgkHAAAAwLng2iTHk1xSVXfun6iqRye5IMl7e4fv0u2vW+GzFo/NxNpwAMB0KEcJAAAAwFmvtXagqn4qg1lsn6iqqzNYG+6eSb47yXuS/EjvLTcnuWuSi5N8YtnH3aPb33eUe1fVR1c5db/RWg8AzCIz4QAAAAA4J7TWXpPkezIYmP6cJC9K8r1J/j7JVcvKVL6z27+sqrYuHqyqr03yE93LfRNvNAAwsyThAAAAADgnVNVPJnlrkqsymAG3O8mDMygv+RtV9cre5f8ug+TcU5P8ZVW9pqr+U5KPJznQXbMwyn1baw9eaUvyqXF8XwDA5iQJBwAAAMBZr6oek+SKJP+ztfa81tp1rbUjrbU/T3Jpks8leX5V3SNJWmtfSPLQJL+SwXpx/0+SJyb5zQxmzyXJTQEAWIUkHAAAAADngid1+/ctP9FaO5LkzzJ4Vvag3vEvtdYub61d1Frb0Vr7B621H03yjd0lH5l0owGA2SUJBwAAAMC54Lxu/7WrnF88fnyEz3pGt/9v62oRAHBWk4QDAAAA4Fzwx93+h6vqH/ZPVNV3JXlkkmNJPtgd21JVd1r+IVV1WQZJuA8muXqiLQYAZtq2aTcAAAAAADbAW5O8N8njk3yyqv5Hki8muX8GpSoryYtaa1/prj8/yZeq6j1J/i7JQgaJuocn+WSS722tLWzstwAAzBJJOAAAAADOeq21har6Z0n+TZKnJbk0g0TbgSS/m+SXWmvv7r3ltiRvSfJPk3x7d+zaJD+T5DXdOnIAAKuShAMAAADgnNBaO5HkNd02yrU/NPFGAQBnLWvCAQAAAAAAwJhJwgEAAAAAAMCYScIBAAAAAADAmEnCAQAAAAAAwJhVa23abdjUquoru3bt2n//+99/2k0BAFbxyU9+MkePHj3QWvuaabflXCd2AoDNT+y0eYidAGDzW0/sJAl3GlV1fZI9SW4Yw8fdr9t/agyfxcr08eTp48nTx5Onjydvo/v4oiS3tNYu3qD7sQqx08zRx5OnjydPH0+ePp48sdM5Suw0c/Tx5OnjydPHk6ePJ29mYidJuA1UVR9Nktbag6fdlrOVPp48fTx5+njy9PHk6WPGwc/R5OnjydPHk6ePJ08fT54+Zhz8HE2ePp48fTx5+njy9PHkzVIfWxMOAAAAAAAAxkwSDgAAAAAAAMZMEg4AAAAAAADGTBIOAAAAAAAAxkwSDgAAAAAAAMasWmvTbgMAAAAAAACcVcyEAwAAAAAAgDGThAMAAAAAAIAxk4QDAAAAAACAMZOEAwAAAAAAgDGThAMAAAAAAIAxk4QDAAAAAACAMZOEAwAAAAAAgDGThNsAVXW3qvrPVfX5qrqtqm6oqtdU1b5pt21WVNXXVNWzq+p/VNVnqupoVR2sqj+pqh+qqhV/lqvqEVX1u1V1oHvPX1fVj1fV1o3+HmZRVT29qlq3PXuVa55UVe/v/j1uraoPV9UzN7qts6aqvq37ef5i93vh81X1rqr6Zytc6+d4jarqiVX17qq6seuz66rqt6rq4atcr4+XqaqnVtVrq+qPq+qW7vfAm07znjX3o98hrETstH5ip+kQO02GuGmyxE3jIXZimsRO6yd2mg6x02SInSZL7DQe51LsVK21jbzfOaeq7pnkg0m+Lsk7knwqySVJHpvkb5M8srX2lem1cDZU1XOTvC7JF5K8L8lnk3x9ku9JsjfJ25J8b+v9QFfVP++OH0vym0kOJHlykvsmeWtr7Xs38nuYNVX1DUn+JsnWJHdK8pzW2huXXXN5ktcm+UoGfXw8yVOT3C3Jq1trL9jQRs+IqnplkhcmuTHJ7yW5OcnXJnlwkve21n6yd62f4zWqqiuS/GQGP5dXZ9C/90ry3Um2JXlGa+1Nvev18Qqq6i+T/F9Jbs3gZ/V+SX6jtfb0Va5fcz/6HcJKxE7jIXbaeGKnyRA3TZa4aXzETkyL2Gk8xE4bT+w0GWKnyRI7jc85FTu11mwT3JK8K0lL8qPLjv9Cd/z1027jLGxJHpfBf6oty47fJYPAqCX5F73je5LclOS2JA/pHd+ZQXDakjxt2t/XZt2SVJL3Jvm7JFd2/fXsZddclMEvva8kuah3fF+Sz3Tvefi0v5fNtiV5Ttc3VyXZscL57b2v/RyvvX/vkuRUki8m+bpl5x7b9dl1+nikvnxsknt3vw8e0/XFm1a5ds396HeIbbVN7DS2fhQ7bWx/i50m06/ipsn2r7hpvP0pdrJNZRM7ja0fxU4b299ip8n0q9hpsv0rdhpvf54zsZNylBPUjUZ6QpIbkvzKstMvSXI4yWVVtXuDmzZzWmt/2Fr77dbawrLjX0zy+u7lY3qnnprBKI+3tNau6V1/LMnPdi//78m1eOb92wwC0H+dwc/pSn4wyXlJfrm1dsPiwdbaXJL/0L187gTbOHOq6rwkP59BAP/DrbXjy69prZ3ovfRzvHZ3z6DU8odbazf1T7TW3pfkUAZ9ukgfr6K19r7W2rWti1BO40z60e8QvorYaXzEThtO7DRm4qYNIW4aI7ET0yB2Gh+x04YTO42Z2GlDiJ3G6FyKnSThJuux3f7dK/wRP5TkT5Ocn+SfbHTDzjKLf0BO9o49rtv//grX/1GSI0ke0f2Boqeq7p/kFUl+sbX2R0MuHdbHv7fsGga+PYM/GG9PstDVkP6pqvqxVepG+zleu2szmFp+SVXduX+iqh6d5IIMRtst0sfjcSb96HcIKxE7bQyx0xiJnSZG3DR54qbpETsxLmKnjSF2GiOx08SInSZP7DQ9Mx07ScJN1n27/adXOX9tt7/PBrTlrFRV25I8o3vZ/w+1at+31k4muT6DOr33mGgDZ0zXn7+ewaiZnz7N5cP6+AsZjGS6W1WdP9ZGzraHdvtjSf4iye9kEHi+JskHq+oDVdUfMePneI1aaweS/FQGtfs/UVVvqKqXV9V/T/LuJO9J8iO9t+jj8TiTfvQ7hJWInSZM7DReYqeJEjdNmLhpqsROjIvYacLETuMldpoosdOEiZ2maqZjJ0m4ydrb7Q+ucn7x+IUb0Jaz1SuS/OMkv9tae1fvuL4/M/8uyYOSPKu1dvQ0147ax3tXOX8u+rpu/8IM6g4/KoNRMt+cwR/rRyf5rd71fo7PQGvtNRksnr0tg3roL0ryvUn+PslVy0oG6OPxOJN+9DuElfg/OXlip/ESO02OuGkDiJumRuzEuPh/OXlip/ESO02O2GkDiJ2mZqZjJ0k4ZlZV/dskz0/yqSSXTbk5M6+qHpbBKKRXt9Y+NO32nKUWf+eeTPLdrbU/aa3d2lr7mySXJrkxybeuUiaAEVXVTyZ5awYLEd8zye4kD05yXZLfqKpXTq91ANMjdhovsdPEiZs2gLgJYHVip/ESO02c2GkDiJ04E5Jwk3W6bOri8fkNaMtZpaouT/KLST6R5LHddOA+fb8GXTmA/5rB9NwXj/i2Uft4tdEG56LFn7e/6C8ImiSttSNJFkfVXdLt/RyvUVU9JskVSf5na+15rbXrWmtHWmt/nkHQ+bkkz6+qxenp+ng8zqQf/Q5hJf5PTojYabzEThtC3DRh4qapEjsxLv5fTojYabzEThtC7DRhYqepmunYSRJusv62269We/ve3X612t2soKp+PMlrk3wsg0Doiytctmrfd3/4L85gZMh1k2rnjLlTBn11/yTHqqotbkle0l3zn7pjr+leD+vju2YwEuTG7g89A4t9ttof17luv2vZ9X6OR/ekbv++5Se6n8U/y+Bv34O6w/p4PM6kH/0OYSVipwkQO02E2GnyxE2TJ26aHrET4yJ2mgCx00SInSZP7DR5YqfpmenYSRJushb/Qz6hqpb0dVVdkOSRSY4k+V8b3bBZVVU/leQ/JvnLDAKhm1a59A+7/XeucO7RSc5P8sHW2m3jb+VMui3Jr66y/UV3zZ90rxdLBgzr4+9adg0Df5BBXe5vWv47ofOPu/313d7P8dqd1+2/dpXzi8ePd3t9PB5n0o9+h7ASsdOYiZ0mRuw0eeKmyRM3TY/YiXERO42Z2GlixE6TJ3aaPLHT9Mx27NRas01wy2Cqb0vyo8uO/0J3/PXTbuOsbBlMV29Jrkmy/zTX7kny5Qz+yD+kd3xnkg92n/O0aX9Ps7AleWnXX89edvziJMeSfCXJRb3j+5J8pnvPw6fd/s22JXlH1zc/sez4E5IsZDAyaW93zM/x2vv3+7p++WKSf7js3Hd1fXw0ydfo4zX162O6vnjTKufX3I9+h9hW28ROY+1LsdN0+l3sNL6+FDdNtn/FTZPrW7GTbcM2sdNY+1LsNJ1+FzuNry/FTpPtX7HT5Pr2rI6dqrsxE1JV98zgB+HrMvhF+MkkD0vy2AzKATyitfaV6bVwNlTVMzNY8PJUBiUBVqrVekNr7aree56SwUKZx5K8JcmBJN+d5L7d8e9r/gOcVlW9NIPSAM9prb1x2bkfTfJLGfwy+80MRno8NcndMlho9wUb29rNr6rulsHvhG/IYJTSX2TwR+EpueMPxtt61/s5XoNutNe7kjw+yaEk/yOD4Oj+GZQNqCQ/3lr7xd579PEKun55SvfyLkm+I4Np/X/cHbu5/3/8TPrR7xBWInYaD7HT9IidxkfcNFnipvESOzEtYqfxEDtNj9hpfMROkyV2Gq9zKnaadpbzXNgy+MX3a0m+0P1D/+8kr0myb9ptm5Utd4yKGba9f4X3PTLJ72Yw0uNokr9J8hNJtk77e5qVLauMSOqdf3KSD2Twx+dwko8keea0272Ztwymp7+2+11wPMnNGfzhvmSV6/0cr61/tyf58QxKrtySQU3om5L8TpIn6OOR+/F0v3dvGEc/+h1iW2kTO42lD8VO0+97sdN4+lPcNNn+FTeNry/FTrapbWKnsfSh2Gn6fS92Gk9/ip0m279ip/H15TkTO5kJBwAAAAAAAGO20iKNAAAAAAAAwDpIwgEAAAAAAMCYScIBAAAAAADAmEnCAQAAAAAAwJhJwgEAAAAAAMCYScIBAAAAAADAmEnCAQAAAAAAwJhJwgEAAAAAAMCYScIBAAAAAADAmEnCAQAAAAAAwJhJwgEAAAAAAMCYScIBAAAAAADAmEnCAQAAAAAAwJhJwgEAAAAAAMCYScIBAAAAAADAmEnCAQAAAAAAwJhJwgEAAAAAAMCY/R+w0TeIp7dtdQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 263,
       "width": 880
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sizes = [2, 5, 10, 20, 40, 60, 80, 100]\n",
    "paths = [\n",
    "    join(LOGS_DIR, f'125k_{_}k.txt')\n",
    "    for _ in sizes\n",
    "]\n",
    "\n",
    "scores = load_scores(paths)    \n",
    "show_scores(scores, sizes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# package"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "name = '125k_100k'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%run -n main.py\n",
    "path = join(MODELS_DIR, name, META + JSON)\n",
    "meta = load_json(path)\n",
    "patch = {\n",
    "    'name': 'core_news_md',\n",
    "    'lang': 'ru',\n",
    "    'version': '2.3.0',\n",
    "    'spacy_version': '>=2.3.0,<2.4.0',\n",
    "    'description': 'Russian multitask CNN initialized with Navec embeddings trained on Nerus dataset. Assigns context-specific token vectors, POS tags, dependency parse and named entities.',\n",
    "    'author': 'Yuri Baburov, Alexander Kukushkin',\n",
    "    'email': 'burchik@gmail.com, alex@alexkuk.ru',\n",
    "    'url': 'https://github.com/natasha/natasha-spacy',\n",
    "    'license': 'MIT',\n",
    "    'sources':[\n",
    "        {\n",
    "            'name': 'Nerus',\n",
    "            'url': 'https://github.com/natasha/nerus',\n",
    "        },\n",
    "        {\n",
    "            'name': 'Navec',\n",
    "            'url': 'https://github.com/natasha/navec'\n",
    "        }\n",
    "    ],\n",
    "}\n",
    "meta.update(patch)\n",
    "dump_json(meta, path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dir = join(MODELS_DIR, name)\n",
    "!mkdir package\n",
    "!spacy package {dir} package\n",
    "!cd package/*; python setup.py sdist\n",
    "!mv package/*/dist/*.tar.gz .\n",
    "!rm -r package"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = 'ru_core_news_md-2.3.0.tar.gz'\n",
    "s3.upload(path, 'models/' + path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "# Use ipymarkup for NER and syntax visualization\n",
    "from ipymarkup import show_dep_ascii_markup, show_span_ascii_markup\n",
    "\n",
    "nlp = spacy.load('ru_core_news_md')\n",
    "text = 'Посол Израиля на Украине Йоэль Лион признался, что пришел в шок, узнав о решении властей Львовской области объявить 2019 год годом лидера запрещенной в России Организации украинских националистов (ОУН) Степана Бандеры. Свое заявление он разместил в Twitter. «Я не могу понять, как прославление тех, кто непосредственно принимал участие в ужасных антисемитских преступлениях, помогает бороться с антисемитизмом и ксенофобией. Украина не должна забывать о преступлениях, совершенных против украинских евреев, и никоим образом не отмечать их через почитание их исполнителей», — написал дипломат. 11 декабря Львовский областной совет принял решение провозгласить 2019 год в регионе годом Степана Бандеры в связи с празднованием 110-летия со дня рождения лидера ОУН (Бандера родился 1 января 1909 года). В июле аналогичное решение принял Житомирский областной совет. В начале месяца с предложением к президенту страны Петру Порошенко вернуть Бандере звание Героя Украины обратились депутаты Верховной Рады. Парламентарии уверены, что признание Бандеры национальным героем поможет в борьбе с подрывной деятельностью против Украины в информационном поле, а также остановит «распространение мифов, созданных российской пропагандой». Степан Бандера (1909-1959) был одним из лидеров Организации украинских националистов, выступающей за создание независимого государства на территориях с украиноязычным населением. В 2010 году в период президентства Виктора Ющенко Бандера был посмертно признан Героем Украины, однако впоследствии это решение было отменено судом. '\n",
    "doc = nlp(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "spans = [\n",
    "    (_.start_char, _.end_char, _.label_)\n",
    "    for _ in doc.ents\n",
    "]\n",
    "show_span_ascii_markup(doc.text, spans)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "sent = next(doc.sents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for token in sent:\n",
    "    print(token.text.ljust(10), token.lemma_.ljust(10), token.tag_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "words = [_.text for _ in sent]\n",
    "deps = [\n",
    "    (_.head.i, _.i, _.dep_)\n",
    "    for _ in sent\n",
    "    if _.i != _.head.i\n",
    "]\n",
    "show_dep_ascii_markup(words, deps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
